NUTRITION EDUCATION:
A Model For Effectiveness A Synthesis of Research CONTENTS INTRODUCTION 1 The Process of Nutrition Education: A MODEL FOR EFFECTIVENESS GOALS FOR ACHIEVEMENT S2 FACTORS INFLUENCING GOAL ACHIEVEMENT INSTRUCTIONAL STRATEGIES S6
S3
2 Nutrition Education's Theoretical Foundation
S8 PRESENT PRACTICE IN NUTRITION EDUCATION S8 NUTRITION KNOWLEDGE, ATIITUDE, AND BEHAVIOR
S9
3 A Meta-Analysis and Synthesis of Nutrition Education Research
S11 PREVIOUS REVIEWS S11 META-ANALYSIS DEFINED S12 OVERAll FINDINGS S14 FINDINGS IN JOURNAL ARTICLES S15 FINDINGS FOR THREE NUTRITION EDUCATION PROGRAMS S16 CORRELATIONS AMONG NUTRITION KNOWLEDGE, ATIITUDE, AND BEHAVIOR S19 GENERAL CHARACTERISTICS OF NUTRITION EDUCATION RESEARCH S19
4 Nutrition Education's Future
S20 NEED FOR THEORETICAL MODELS 520 RELATIONSHIPS AMONG KNOWLEDGE, ATIITUDES, AND BEHAVIOR S21 INSTRUCTIONAL METHODS 521 FUTURE DIRECTIONS FOR EDUCATIONAL PRACTICE FUTURE DIRECTIONS FOR RESEARCH 523
S21
REFERENCES S25 APPENDIX A Articles Included in the Meta-Analysis S28 APPENDIX B Articles Read Which Contained No Applicable Data
S36
S1
INTRODUCTION National Dairy Council has been conducting programs of nutrition education since it was founded in 1915. These programs are implemented to consumers of all ages and backgrounds through a nationwide network of 33 affiliated Dairy Council units. All organizations, in order to grow and improve, need to continuously study the effectiveness of their goals and strategies. Recognizing this, National Dairy Council made the decision in early 1984 to devote renewed attention to the question, "Does nutrition education make a difference?" The answer would guide long-range planning and policy for Dairy Council and for the field of nutrition education. A steering committee of representatives from universities, business and the Dairy Council organization was convened to suggest steps best designed to provide a response to the effectiveness question. Committee members were experts in the fields of sociology, psychology, marketing, education, nutrition and management. The advisory committee concluded that credible and valid documentation would be provided by a thorough integration of all existing research data on nutrition education effectiveness using the techniques of meta-analysis. They suggested this approach, although ambitious, since it met several important criteria: 1. Meta-analysis can best answer the broad question being
2. 3. 4.
5. 6.
asked about nutrition education. New research would focus only on specific programs in specific settings with specific audiences and would not answer the general questions about nutrition education or about the total synergistic nutrition education program of Dairy Council. Meta-analysis can provide the additional benefit of suggesting directions for future nutrition education program development and research. Meta-analysis is a technique not yet applied to the research in nutrition education and can make a major contribution to the field. Meta-analysis yields strong, statistically powerful information which can be used with confidence for longrange organizational planning. Meta-analysis is cost effective because it utilizes existing research. Meta-analysis, from identification of investigator to availability of final report, can be completed in 10-12 months.
Dr. David Johnson, an educational psychologist at University of Minnesota familiar with meta-analysis techniques, was selected by National Dairy Council as the principal
investigator to conduct the research integration. Work began in April 1984. The final report was submitted to National Dairy Council and its affiliated Dairy Council units in January 1985. They wish to make this report available to you, the practitioners and researchers in nutrition education. The report, NUTRITION EDUCATION: A MODEL FOR EFFECTIVENESS, A SYNTHESIS OF RESEARCH, is brought to you in cooperation with the Society for Nutrition Education and its Educational Services Policy Advisory Council as a special supplement of the Journal of Nutrition Education. It is presented in four chapters. Chapter 1 discusses a model which can be applied to the process of nutrition education. The authors' own research focuses extensively on the educational strategies commonly termed in the literature as "cooperative learning." Their expertise and experience has led to the proposition modeled in Figure 1. This model can have important implications for the ways in which nutrition education is conducted in the future. If, indeed, our goals are ultimately to develop healthful longterm discrimination, discovery and dietary behaviors in relation to nutrition and food, it seems clear from all we know about the learning process that direct involvement of the learner in that process is paramount. The key is to find improved methods for cognitively involving the learner. The discussion in this chapter provides some possibilities. Chapter 2 presents a bit of historical perspective about the practice of nutrition education. It also reaffirms the theoretical learning framework which we all know and love-the trinity of knowledge, attitude and behavior-and which provides the theoretical framework for the design used for this metaanalysis. Chapter 3 presents the "results." Here you will find the, answer to the question "Does nutrition education make a difference?" I'm confident you will be very pleased with that answer. Chapter 4 suggests "where we go next." Those of us concerned with the future of nutrition education, and especially with developing a stronger, more cohesive nationwide program of nutrition education research, will find clear guidance for the future. National Dairy Council is proud to be able to bring you the results of what we believe is a landmark study in nutrition education. In your hands now rests the responsibility for assuring that in 1995 we'll be able to say, "We need to conduct another meta-analysis. So much has happened in nutrition education and research since 1985!" Judy Brun, Supplement Editor Director of Research and Evaluation Division of Nutrition Education National Dairy Council
1
The Process of Nutrition Education: A MODEl FOR EFFECTIVENESS Problems and issues involving food and nutrition are a major national and international agenda. Malnutrition. undernutrition. and overconsumption throughout the world. as well as accelerating urbanization and commercialism. are leading to imbalances in availability of products and knowledge about nutrition. Nutrition education is an essential process for coping with these problems and issues. In human societies. basic eating patterns are culturally defined (Gussow & Contento. 1984) and are becoming increasingly complex as children and adults in all parts of the world are exposed to unfamiliar but attractive food products. Accelerating urbanization is turning people from knowledgeable food producers into innocent food purchasers. Growing urban populations are confronted with an increasing number of unfamiliar foods whose relative nutritional worth is difficult to evaluate. Commercialism is another problematic factor. Because commercial messages are not designed to teach people how to purchase the best possible diet at the lowest cost, but rather to sell products. they can create a distorted image of which products are essential, desirable, and economical. Because traditional food environments and procedures for communicating food-related information are being overwhelmed by urbanization. commercialism. and other factors, nutrition education is a necessity throughout the world. Folk wisdom about acquiring. preparing, and consuming nutritious foods needs to be supplemented and replaced with scientific information communicated through nutrition education. Within the United States. there is evidence that having information about the nutrients contained within foods does not lessen the need for effective nutrition education programs. Making information available does not mean that consumers will use it to make wise decisions about which foods to consume. Bettman and Kakkar (1977) found that information placed on food packages was generally not understood by consumers and had little influence on consumers' decisions of what foods to buy. Jacoby. Chestnut, and Silberman (1977) concluded that even though consumers said they wanted much more information, they used only two to three percent of the information available in making their food purchasing decisions. Jacoby and his colleagues also found that VOLUME 17 NUMBER 2 SUPPLEMENT 1985
while consumers stated they wanted information and used some of the information they had, most had very little" comprehension of the available information and hence were unable to use it effectively in making food choices. Similar findings for energy conservation were reported by McDougall, Claxton, Ritchie, and Anderson (1981). It appears that American consumers are not equipped by prior education to effectively interpret and use product information. A necessary prerequisite for effectively interpreting and using information is prior relevant education. Even small amounts of education about balanced diets and good nutrition may be more useful than providing detailed information about individual products on packages (Jacoby, Chestnut, & Silberman. 1977). Therefore. it is our fundamental proposition that nutrition education is needed to promote the development of conceptual frameworks "that provide the basis for interpreting the meaning of product information to make consumer decisions. This proposition is based on the socialpsychological and educational research which has helped identify those factors influencing knowledge acquisition. attitude development. and behavioral change. Promoting the development of conceptual frameworks is one of many goals of nutrition education. Enduring attitudes and consumption patterns also need to be acquired. Instructional strategies that will promote the achievement of such long-term purposes need to be used within nutrition education programs. There is every reason to be optimistic that nutrition education can be effective in achieving enduring as well as short-term or proximal goals. Considerable evidence exists that the educational process increases knowledge, deepens receptivity to further knowledge. stimulates active seeking for new information, and creates value change in American adults long after they finish their formal schooling (Hyman & Wright, 1979; Hyman. Wright & Reed, 1975; Tyler, 1930. 1934; Ward & Davis. 1938). The remainder of this chapter integrates socialpsychological and educational literature that provides the theoretical basis for a model of the process of nutrition education. The process of nutrition education may be defined as the teaching of validated, correct nutrition knowledge in ways that promote the development and maintenance of JOURNAL OF NUTRITION EDUCATION Sl
positive attitudes toward. and actual behavioral habits of. eating nutritious food (within budgetary and cultural constraints) that contribute to the maintenance of personal health, well-being, and productivity. In order for the process to be effective in achieving goals it is necessary to use instructional strategies and curriculum materials that recognize the factors most likely to contribute to goal achievement. A model illustrating this process is outlined in Figure 1. The short-term and long-term goals of nutrition education, the ultimate outcome of the process. are achieved through employing instructional strategies that promote active involvement of participants and are related to factors of social context and interpersonal interaction that have been found to influence knowledge acquisition. attitude development, and behavioral change. Educational materials used in the nutrition education process need to reflect these factors and implement the desired instructional strategies. GOALS FOR ACHIEVEMENT Let us first consider the goals of nutrition education which are the outcome of the process. <;;enerally. the purpose of nutrition education is to create informed consumers who value good nutrition and consume nutritious foods throughout their lives. Within nutrition education there are both short-term or proximal goals
and long-term or distal goals (Bosley. 1947; Gussow & Contento. 1984; Pye. 1976; Shannon & Boykin. 1979; Todhunter, 1979; Zeitlin & Formacion. 1981). The shortterm goals include: 1. Mastering knowledge contained in nutrition units
being taught. This includes becoming a literate consumer who knows what foods provide essential nutrients and are culturally acceptable. 2. Building conceptual frameworks for nutrition (principles. generalizations, and applications of principles) that one spends the rest of life completing and revising. 3. Developing positive attitudes toward good nutritional habits. This includes: a. Developing motivation to use nutrition knowledge to promote health and well-being. b. Building interest in. and commitment to. continually acquiring knowledge about good nutrition and health. c. Developing a predisposition to respond to nutritious foods in a favorable manner. 4. Consuming nutritious foods. This includes using nutrition knowledge to make wise food choices.
The long-term goals include: 1. Using conceptual frameworks for nutrition to ad-
just to changing food supplies and to discriminate among differing kinds of dietary advice.
FACTORS
INSTRUCTIONAL STRATEGIES
GOALS
Group Norms
Cooperative Learning
Knowledge
Commitment Social Models
Inquiry Learning
Personalized Information
Nutrition Experiments and Experiences
Cognitive Processing
Out-of-Classroom Experiences
Teaching
Academic Controversies
Continuing Motivation Gain or Loss
Conceptual Frameworks Positive Attitudes Immediate Consumption Discrimination Among Conflicting Dietary Suggestions Seeking of Further Information Enduring Consumption
Figure 1. The Process Of Nutrition Education: A Model S2 JOURNAL OF NUTRITION EDUCATION
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2. Seeking out, and being receptive to, further knowledge about nutrition. 3. Intelligently selecting and consuming nutritious foods day after day throughout life to maintain health, well-being, and productivity. The achievement of these goals depends on the use of instructional strategies and curriculum materials that implement factors that have been demonstrated to impact knowledge acquisition. attitude development. and behavioral change.
Reference Group Norms
Following group norms is usually a requirement for continued membership in the group. Since norms specify the attitudes and behaviors appropriate for group members, reference groups (the groups to which individuals believe they belong or to which they aspire to belong) exert a powerful influence on individuals' attitudes, values. and actions. When individuals are subject to the stabilizing effects of a group's norms, three of the resulting dynamics are: 1. Continuing social support to hold attitudes and
FACTORS INFLUENCING GOAL ACHIEVEMENT Nutrition educators have often designed instructional programs that provide information about nutritious food practices, assuming that such information would automatically result in the adoption of the practices. The issues of creating enduring conceptual frameworks. positive attitudes, and behavioral habits of consumption have been slighted. It is through interpersonal influences that attitudes are acquired and behavioral patterns are changed. And it is through the cognitive processing resulting from interpersonal interaction that conceptual frameworks are developed and retained over long periods of time. In order to have an instructional program that will successfully promote the short-term and long-term goals of nutrition education. it is necessary to design strategies that implement a number of these essential factors. The factors of social context and interpersonal interaction most necessary for a successful effort to change nutrition knowledge, attitudes. and behavior are:
engage in recommended behaviors. 2. Reinforcement for following group norms and
punishment for deviating from them. to persuasive communications to change attitudes and behavioral patterns.
3. Resistance
As one's reference groups change. so do one's attitudes and behavioral patterns (D. Johnson & F. Johnson, 1982; Watson & Johnson. 1972). Individuals accept a new system of attitudes and behavior patterns when they accept membership in a new group. Furthermore. if a group decides to adopt new norms. its members' attitudes and behavior patterns change. The discussion and consensual validation that take place within a group result in personal commitment and encouragement for change that is not present when a person is isolated from a group. In other words, for changes in nutrition attitudes and behavior to be permanent, both the person and the social environment have to change. It is easier to promote learning. attitude acquisition, and behavioral change by changing the values and norms of the groups to which individuals belong than by changing each individual separately (D. Johnson & F. Johnson. 1982; Watson & Johnson. 1972).
1. Adopting and conforming to the norms of the
2.
3. 4.
5.
6. 7.
8.
reference groups to which one belongs and~aspires to belong. and with which one identifies. Publicly committing oneself to learn nutrition information and adopt relevant attitudes and behavior. and being held accountable by peers to fulfill one's public commitments. Being exposed to visible and credible social models. Being confronted with vivid and personalized nutrition information. Discussing nutrition information with peers in ways that promote active cognitive processing and the development of enduring conceptual frameworks. Teaching nutrition information one has learned to others. Acquiring continuing motivation to learn more about good nutrition. Framing nutrition information received as a gain or a loss.
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Public Commitment to Nutrition Attitudes and Behavior
Attitudes and commitments to engage in specified behavior patterns that are made public are more likely to be adopted than are those that are private, especially when peers hold one accountable to fulfill one's commitments. Commitment may be defined as the binding or pledging of the individual to an act or decision (Kiesler, 1971). To the extent that people act in the absence of coercion, commit themselves to act in front of others, or invest time, money, or personal prestige in an activity, they come to see themselves as believers in that sort of activity and develop a personal interest in it (Aronson, 1978; Wicklund & Brehm, 1976). The greater the personal willingness to adopt attitudes and behavior patterns. and the more explicit and public the attitudes and behaviors are, the greater are the subsequent reactions to attacks on or support for the attitudes and behaviors (Kiesler, 1971; Pallak. Mueller, JOURNAL OF NUTRITION EDUCATION S3
Dollar & Pallak, 1972) and the greater is the assumed responsibility for subsequent outcomes (Pallak. Sogin & Van Zante, 1974; Wicklund & Brehm, 1976). When individuals "take a stand" on an issue by committing themselves publicly to an attitude position. the attitude position and the implications of the position may become more salient and less easily denied or forgotten in subsequent situations. Individuals who are more publicly committed to their positions are more susceptible to subsequent consonant communications advocating an even stronger position. are more resistant to an attack on their position, and are more likely to comply with a subsequent request for additional attitude-related behavior than are individuals only privately committed to their position (Halverson & Pallak, 1978; Pallak, Mueller, Dollar & Pallak, 1972; Sullivan & Pallak, 1976). The classic studies by Lewin (1943) and his associates (Radke & Klisurich, 1947; Radke & Caso, 1948) on persuading Americans to eat foods they did not ordinarily consume indicate that if you wish to change people's nutrition attitudes and behavior: 1. They should be involved in group discussions that lead to public commitment to the ne.w attitudes and behaviors. 2. They should perceive that all members of the group support the new attitudes and behaviors. The influence of public commitment on attitudes and behavior patterns is considerably strengthened when group members hold individuals accountable for fulfilling their commitments. There is considerable evidence that many basic attitudes and values are influenced more by peers than by any other set of people (Johnson, 1981). When groups of peers in nutrition education classes require public commitments from each other to eat nutritious foods regularly and to decrease consumption of foods that are nutritiously less dense, and then hold each other accountable to fulfill their commitments to the group, considerable behavioral change takes place (Johnson & Johnson, 1983).
Social Models
Visible and credible models who demonstrate the recommended attitudes and behavior patterns and who directly discuss their importance are powerful influences (Johnson, 1979; Watson & Johnson, 1972). People are most likely to accept new attitudes and behaviors when they come into contact with others who have successfully adopted them (Aronson & O'Leary. 198283; Goldman, 1940; Nisbett, Borgida, Crandall & Reed. 1976; Rogers & Shoemaker, 1971). Visible and credible models and discussion with others who have already adopted the new attitudes and behaviors may be im84 JOURNAL OF NUTRITION EDUCATION
portant aspects of nutrition education. Discussions that allow participants to influence each other's motivation to learn, attitudes, and behaviors are essential to effective nutrition education.
Vivid and Personalized Information
People tend to weigh information in proportion to its vividness (Borgida & Nisbett, 1977; Hamill. Wilson & Nisbett. 1980; Nisbett, Borgida, Crandall & Reed. 1976; Taylor & Thompson, 1982). Statistical data summaries and impersonal information sources are less vivid than face-to-face interactions and case studies. Impersonal data summaries, though accurate and efficient. have been shown to have less impact on attitudes and behavior than more concrete information, even when the more vivid information is less representative. Thus, in order to have maximal impact on learning, attitudes, and behavior, nutrition information needs to be discussed face-to-face in ways that make clear the personal implications of the information.
Active Cognitive Processing of Information
For nutrition education to be successful, the information and arguments contained in a persuasive message must be comprehended and learned and then integrated into a coherent and reasoned position. Principles, generalizations, and applications of principles studied in such courses as biology, chemistry, geometry, and physics are remembered better over periods of months and even years than are more factual items such as symbols, formulas, and terminology (Eikenberry, 1923; Frutchey, 1937; Tyler, 1930; 1934; Ward & David, 1938). This means that in order for enduring learning, attitude modification, and behavioral change to take place, participants have to attend to nutrition information, comprehend it, engage in elaborative thinking about it, and integrate it into their conceptual frameworks. The active oral summarization and discussion with peers of the material being learned facilitate its acquisition and storage and are two of the most powerful influences on achievement and retention (Johnson & Johnson, 1983). The cognitive processes most necessary for deeper-level understanding and implanting the information into memory, such as rehearsal, elaboration, and meta-cognition, occur only through dialogue and interaction with other people (Baker, 1979; Johnson & Johnson, 1983; Markman, 1979; Schallert & Kleinman. 1979; Yager, Johnson & Johnson. 1984). When participants are passive learners. when they study alone. and when they are simply given information and asked to repeat it back, important cognitive processes do not occur. VOLUME 17 NUMBER 2 SUPPLEMENT
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Active cognitive involvement in the persuasion situation, furthermore, is crucial for the production of attitude change (Cook & Frey, 1978; Petty, 1977). Enduring attitude change usually depends on thoughtful consideration of issue-relevant argumentation and on the issue being related to existing attitudes and cognitive frameworks. The more cognitive processing of issues that takes place and the more elaboration participants engage in, the greater the likelihood of attitude acquisition or change occurring and enduring. It is difficult to produce lasting attitude and behavioral change simply by exposing people to persuasive information. Recipients must be motivated and able to process the information in the communication and the information presented must elicit favorable cognitive responses that are rehearsed and stored in long-term memory. Favorable cognitive responses will be elicited only if the message's arguments are compelling. If the arguments are not compelling, if people counterargue the message, or if the arguments are too complex to be understood fully, people's thoughts will be guided by their preexisting attitudes (which may be antagonistic to the arguments being presented). Determining whether new eating practices will increase one's health, well-being, and productivity is a complex task, requiring the participant to evaluate myriad qualitative and quantitative factors. Yet it is clear that people often have difficulty in combining quantitative and qualitative information (Kahneman & Tversky, 1979; Yates, 1982), and often do not properly integrate all information relevant to choosing which food to consume (Kempton, Gladhart & Keefe, 1983; Kempton & Montgomery, 1982). There is considerable evidence that making decisions in groups integrates complex information more effectively than when individuals work alone (D. Johnson & F. Johnson, 1982; Watson & Johnson, 1972). The more complex the nutrition information, the greater the need to have it discussed in small groups of participants. The more integrated the qual,itative and quantitative information, the more likely learning, attitude modification, and behavioral change will result. Therefore, in order for nutrition education to promote knowledge acquisition, attitude development, and behavioral change, the process must emphasize the interpersonal discussion of the material being learned in ways that promote oral summaries of the material, by elaborating or relating it to previously learned material and by integrating the information into existing conceptual frameworks.
1. People learn things better if they learn it in order to teach someone else (Allen, 1976; Benware, 1975; Gartner, Kohler & Riessman, 1971). 2. Higher-level conceptual understanding and rea-
soning are promoted when participants have to teach each other a common way to think about problem situations (Johnson & Johnson, 1979,1983; Murray, 1983). The way people conceptualize material and organize it cognitively is markedly different when they are learning material for their own benefit than when they are learning material to teach others (Annis, 1983; Bargh & Schul, 1980; Murray, 1983). Material learned to be taught is learned at a higher conceptual level than is material learned for one's own use. 3. Peers are frequently able to teach their classmates more effectively than specially trained experts (Fisher, 1969; Sarbin, 1976). 4. People are particularly prone to increase their own commitment to a cause that they have attempted to persuade another to adopt (Nel, Helmreich & Aronson, 1969).
Continuing Motivation
In nutrition programs, what is important is not the memorization of current facts but rather the building of an interest in, and commitment to, continually acquiring knowledge about good nutrition and health. Consumers must continually update their knowledge about nutrition and sort through many contradictory claims about the value of different food products. Nutrition programs need to stress development of a continuing motivation to learn. Continuing motivation is motivation to seek further information about the topic being studied in the future. There are two major reasons why such motivation is necessary. First, individuals must continually revise their knowledge about nutrition as new information becomes available. Second, in addition to distractions, interruptions, interference, and other barriers to retaining and utilizing nutrition knowledge, there is opposition and cognitive conflict created by disagreement among experts as to what foods contribute to good health. Only through continually updating one's knowledge about nutrition and resolving conflicts between information being presented by different sources can constructive consumption patterns be protected.
The Learner As Teacher Framing Information: Loss Versus Gain
There are at least four major reasons that nutrition programs should be designed to have participants 'explain and teach what they are learning to fellow participants, friends, spouses, neighbors, and children: VOLUME 17 NUMBER 2 SUPPLEMENT
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The purpose of nutrition information presentations can be to (a) promote aspects of health that participants strongly desire or (b) prevent something feared from JOURNAL OF NUTRITION EDUCATION S5
happening. The threat-appeal approach has been found effective in changing attitudes and behavior in many cases (Higbee, 1969). Threat appeals have been used in public health campaigns concerning dental health (Janis & Feshbach, 1953), smoking (Leventhal & Watts, 1966), and cancer (Gollob & Dittes, 1965). Although the early research found mixed results, more recent studies focusing on such issues as dental hygiene, smoking, driving practices, and tetanus shots indicate that a positive relationship exists between fear level and amount of persuasion (Hewgill & Miller, 1965; Leventhal. Jones & Trembly, 1966; Leventhal & Niles, 1965; Leventhal. Watts & Pagano, 1967). Rogers, Deckner, and Mewborn (1978) found high-fear messages were superior to lowfear messages in promoting sustained behavior change over a year's time. Studies dealing specifically with nutrition education, however, have not found promising results for the effectiveness of fear compared with optimistic appeals (Becker, Haefner, Maiman, Kirsht & Drachman, 1977; Looker, 1983; Van Den Heuvel. 1982). Fear appeals can be contrasted with optimistic or gain appeals which emphasize the benefits to be gained from adhering to recommendations made. In the case of nutrition there are definite benefits to be accrued from adopting the recommended practices' over and above avoiding the threat of developing nutrient deficiency or toxicity symptoms. Studies that have contrasted fear and optimistic appeals have either found no difference (Dabbs, 1964; Leventhal & Perloe, 1962; Looker, 1983) or superiority of optimistic appeals (Evans & Hall, 1978). Generally, people respond more seriously to a loss than they do to a gain (Kahneman & Tversky, 1979; Yates, 1982). People who fear a loss may be more open to adopting new attitudes and behaviors than people who hope to gain. Fear appeals that emphasize disease and death may be more effective than appeals to hopes of improved health. People may not go out of their way to improve their health status, but they may be willing to act to avoid losing good health. INSTRUCTIONAL STRATEGIES Nutrition education is qualitatively more complex than are many other subject areas taught in schools. Besides the short-term mastery of facts and information, nutrition programs have to be concerned with the achievement of a wide variety of short-term and longterm goals. The social context and interpersonal interaction factors that have been demonstrated to impact learning, attitude acquisition, and behavior change need to be incorporated into the instructional strategies and curriculum materials used by nutrition programs if these goals are to be successfully achieved. Perhaps the major conclusion that can be made from the research on the social context and interpersonal interaction factors is that the competitive or in56 JOURNAL OF NUTRITION EDUCATION
dividualistic learning of nutrition information, where participants read materials and learn on their own without interacting with others, is not appropriate. Competitive and individualistic learning do not create the social context and interpersonal interactions necessary for deeper-level learning and the modification of relevant attitudes and behaviors. Most research in nutrition education has been in situations where a mixture of instructional strategies have been used. Few attempts have been made in the field of nutrition education to compare single teaching strategies with each other. Evaluation research especially, because of its focus on examining the effectiveness of nutrition programs, has generally not tested a single strategy because most programs use a mixture of methodologies (McKenzie & Mumford, 1965). One reason for this may be that educational researchers have traditionally concluded that one teaching method seems to be as effective as another (Siegel & Siegel. 1967; Wallen & Travers, 1963). Nutrition educators, therefore, may have believed it is unproductive to compare the effectiveness of different instructional methods, especially when knowledge learned was the primary focus of the studies being conducted. Yet within the educational and social psychological literature there are recent research findings relating to the promotion of knowledge and conceptual frameworks and validated theories relating to promoting attitude and behavioral change that do suggest instructional procedures which are more effective than others. Instructional procedures that implement the social context and interpersonal interaction factors important to the goals of nutrition education are: 1. Cooperative learning, 2. Inquiry learning, 3. Hands-on nutrition experiments and activities, 4. Out-of-the-classroom experiences, and 5. Academic controversy consensus. All of these strategies are active and require participants to take action and to be involved in the instructional sessions. Cooperative learning situations are structured so that participants work together to achieve mutual learning goals. In contrast to other types of group learning, cooperative learning creates a sense of positive interdependence (where participants become committed to each other's learning), promotes individual accountability (where each participant is held accountable to learn the assigned material), and requires participants to master the small group and interpersonal skills necessary for effective collaboration. Collaborative skills include orally exchanging information and conceptual analyses, teaching each other, holding each other accountable for learning, and providing support and assistance to others when needed. Procedures to guide educators in using cooperative learning effectively have been developed (D. Johnson & Johnson, 1975, 1984; R. Johnson & Johnson, 1984) and hundreds of research studies have validated the efficacy of cooperative learnVOLUME 17 NUMBER 2 SUPPLEMENT
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INSTRUCTIONAL STRATEGIES FACTORS
Cooperative Learning
Group Noms
X
Public Co....it••nt
X
Social Models
X
PersouU%ed Info....tion
X
Cognitive Procesaina
X
Teacbina Otbers
X
Continuing Hotivation
X
G.in v•• Lou App••l.
Inquiry Learning
Nutrition Experim.nts
Out-of-Class Academic Experiments Controversies X
X
X
X
X
X
X
X
X
Figure 2. The Presence or Absence of Essential Educational Factors in Five Instructional Strategies
X
X
X
X
X
X
ing (Johnson & Johnson. 1975; 1983; Johnson. Johnson & Maruyama. 1983; Johnson. Maruyama, Johnson. Nelson & Skon, 1981). Cooperative learning experiences promote achievement. retention. higher level reasoning. elaborative and integrative thinking. positive attitudes toward the subject area being studied. group cohesion. identification with and willingness to be influenced by collaborators. and continuing motivation to learn more about the subject area. Inquiry learning involves stating a problem, selecting data sources. gathering data. processing data. and making inferences. A complete description of the process of using inquiry learning procedures can be found in Johnson (1979). There is a tradition within foods and nutrition programs of involving participants in hands-on nutrition experiments and activities (such as feeding high-nutrient foods to one rat and low nutrient foods to another and noting the resulting effects) and in such activities as planning menus. and purchasing. preparing and tasting various foods. Out-ot-classroom experiences. such as field trips of various sorts where participants must apply what they
VOLUME 17 NUMBER 2 SUPPLEMENT 1985
X
X
have learned to actual shopping and consumption situations. are frequently used in nutrition programs. The use of structured academic controversies involves having participants take opposing sides on an issue. explore their differences in opinion and information. and come to a consensus that incorporates the best ideas from both sides. Such a procedure has dramatic effects on achievement. retention, higher-level reasoning. positive attitudes toward the subject area. and continuing motivation to learn about an issue (Johnson. 1979. 1982; Johnson & Johnson. 1984). The specific procedures for using controversy within the classroom can be found in Johnson (1979) and Johnson and Johnson (1979). In Figure 2 the presence or absence of the factors essential to achieving both the short-term and the longterm goals of nutrition education for each of these five instructional strategies is noted. Considerably more attention may need to be focused on training nutrition educators to more frequently and effectively use cooperative learning. academic controversies, inquiry learning, nutrition classroom experiments. and out-ofclassroom experiences and on developing curriculum materials that promote these strategies.
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2
Nutrition Education's Theoretical Foundation In any field of endeavor, if there is to be movement from the "what is" to the "what can be," there needs to be clear recognition of the foundations upon which present practice in that field is based. This chapter will present recommendations, concerns and issues in the field of nutrition education as found in its literature. The three major domains of learning-knowledge, attitude, and behavior-which are commonly the framework for research designs in the field will be discussed. The complex relationships among these three domains will also be identified. This will help build a bridge between the preceding discussion of a model for effectiveness and the findings of the extensive literature integration presented in Chapter 3.
PRESENT PRACTICE IN NUTRITION EDUCATION In her comprehensive review of 269 nutrition education efforts with adults and children from 1900 to 1970, Whitehead (1973) found that most nutrition education emphasized disseminating nutrition information. Cooper and Go (1976) analyzed the major K-12 nutrition curriculum guides in use. They concluded that the suggested learning activities were strongly teacherdominated, with active student participation in only a little over half. Furthermore, the objectives given for the teaching units were primarily in the cognitive domain with most of them at the lower levels of the cognitive taxonomy, that is, requiring only knowledge and comprehension. Absent were objectives focusing on the ability to analyze, synthesize, and evaluate good and bad nutrition information and to apply it. The necessary skills of making wise food choices and discriminating among diverse bits of dietary advice were infrequently taught and evaluated. More recent curriculum materials use computer-assisted instruction, programmed instruction, and other self-instructional materials so that students work by themselves at their own pace to learn fixed knowledge. skills. and behaviors. The emphasis on learning facts through lecture and individualistic efforts in nutrition classes is not congruent with the conclusions of reviews of the research on effectiveness of various instructional strategies. Whitehead (1973) concluded that the aspects of successful instructional methods should: 1. Create learning situations in which people recognize their own nutrition problems and are then led S8 JOURNAL OF NUTRITION EDUCATION
2.
3.
4. 5.
step-by-step through the active process of problem-solving so that they learn to solve their own nutritional problems. Emphasize the development of concepts of nutrition through guiding participants to see relationships between nutrition facts and their own experiences. Actively involve participants in the problem-solving and decision-making processes before they are told what and how much to eat or shown how to prepare nutritionally adequate food. Use small group discussions to lead to group decisions that commit all members to better food habits. Use coordinated, community approaches in which home, community, and school people all participate in planning. conducting. and evaluating nutrition education programs. (Hyman and Wright [1979] note that courses can have little impact if participants are being taught contradictory information in their families and communities.)
In addition to the discrepancy between how nutrition is commonly taught and how the research indicates it should be taught, there are a number of problems with the implementation of nutrition curricula (Gussow & Contento, 1984): 1. Lack of time due to pressures to teach math, reading, and other curriculum areas. 2. Lack of teacher training in nutrition content and educational methodology. 3. Focus on knowledge rather than attitude development and behaviors. 4. Focus in curriculum materials on teacher-dominated lessons that do not provide for active participation of students. A possible alternative to education is mass media. The evidence, however, does not support its effectiveness. The acceptance of new attitudes and behaviors rarely, if ever, occurs simply as a function of appeals through mass media (Aronson, 1980. Yates & Aronson, 1983). Although mass media has been effective in inducing people to choose one brand of almost identical products over others. getting people to adopt new and different behaviors is a much more difficult process involving direct interpersonal influence. Katz and Lazarsfeld (1955) found that personal influence is five and one-half times as effective as newspapers. Changes in choices of what style of clothing to buy was found to be affected VOLUME 17 NUMBER 2 SUPPLEMENT
1985
twice as much by personal influences as by magazines. A series of laboratory experiments conducted during the 1930's and 1940's indicate that face-to-face contact is a more effective means of persuasion and instruction than is radio, recorded voice, or print. There is, therefore, no substitute for nutrition education through interpersonal interaction. The question is: How can nutrition education be delivered in the most effective way possible? NUTRITION KNOWLEDGE, ATTITUDE, AND BEHAVIOR In most research and evaluation studies in nutrition education. one finds that knowledge. attitude and/or behavior are the dependent or criterion variables being measured. The foundations for this focus are strongly supported in educational theory. Instructional methods and curriculum materials in nutrition classes are aimed at influencing the knowledge, attitudes, and behavior specific to the field. There has been some debate as to the extent that these three outcomes of nutrition education are related. Although several social-psychological theories state that knowledge, attitudes, and behavior should be consistent (e.g., Insko & Schopler. 1967). a number of studies indicate that their relationships are not simple or automatic (e.g., Liska, 1975; Swanson, 1972; Wicker, 1969). The relationships among knowledge, attitudes, and behavior are more intricate than many of the studies in nutrition education acknowledge. Behavior typically has multiple causes. The view that nutrition knowledge and attitudes will determine nutrition behavior oversimplifies the complexity involved in food selection, preparation, and consumption. Behavior is almost always determined by many motivations operating at the same time; therefore, nutrition-related behaviors are usually the result of many motivations rather than one. Most individuals value health so it is assumed that they will adopt a lifestyle commensurate with assuring lasting health. Whether they do, however. depends on both internal influences such as nutrition knowledge and attitudes, personality characteristics, and anxiety/ depression and external factors such as cultural expectations. food availability, cost of food, advertising appeals, food popularity, and a desire to be similar to peers. Despite the fact that the external factors may have more impact on immediate behavior than do internal influences. the degree to which knowledge, attitudes, and behavior are related has been the subject of considerable debate. Knowledge and Behavior
The process through which nutrition education affects nutrition knowledge, attitudes. and behavior begins with nutrition information being presented to particiVOLUME 17 NUMBER 2 SUPPLEMENT 1985
pants. Presenting information does not mean that the information will be attended to, learned, retained, or applied. Knowledge does not, in and of itself. cause changes in behavior or even attitudes except under a very limited set of conditions (Watson & Johnson, 1972). In many cases people do not assign weight to information in strict accordance with its importance (Hogarth, 1981; Kahneman & Tversky, 1979; Nisbett & Ross, 1980; Tversky & Kahneman. 1974). Being informed does not mean that people will act intelligently in promoting health and preventing disease. Information is often disregarded, altered, and used to justify and rationalize current behavior rather than to stimulate behavioral change. It takes prior education to effectively interpret and use information in choosing which foods to consume. Attitude aod Behavior
Because attitudes are thought to be predispositions to action, the failure to find a high correlation between attitudes and behavior in early social psychological research was frustrating (Fishbein & Ajzen, 1972; Wicker, 1969). Nutrition educators have shared this frustration as the correlations between nutrition-related attitudes and behavior have been found to range from approximately 0.01 to 0.55 in studies that sampled different populations. attitudes, and behaviors. In energy consumption research, furthermore, attitudinal variables have indicated little association with energy consumption (McDougall, Claxton, Ritchie & Anderson, 1981; Ritchie, McDougall & Claxton, 1981). Bickman (1972) interviewed some 500 people about the responsibility for picking up litter and 94 percent expressed an attitude favorable to removing litter. On leaving the interview situation, however, only about 2 percent of the interviewees picked up litter that had been planted by the investigator. Millions of people, furthermore. aspire to health and are aware of the link between well-balanced meals and health, yet still persist in undesirable nutritional practices. More recent research in social psychology, however, indicates that attitudes can predict behavior and that attitudes may have causal predominance over behavior (Andrews & Kandel, 1979; Cialdini, Petty & Cacioppo, 1981; Kahle & Berman, 1979). The questions concerning the strength of the relationship seem to have much to do with the difficulty of measuring attitudes in a valid way and with other constraints of research designs. Attitudes seem to be most predictive of behavior when the criterion identified in the instrument used to measure attitude corresponds closely in level of specificity with the behavioral criterion (Ajzen & Fishbein, 1977; Jaccard, King & PomazaI. 1977). Thus, the failure to find a relationship between attitudes and behavior might be explained in part by lack of correspondence between the JOURNAL OF NUTRITION EDUCATION S9
attitude measure and the behavior measure, i.e., predicting smoking behavior from scores obtained from a general measure of attitude toward health. Development of attitude measures in nutrition that have high criterion validity needs to be a goal of nutrition education researchers. Another situation that can affect the predictive utility of attitude measures is the period of time which lapses between administration of the different measures. A longer time period between measures results in lower predictive utility of the attitude, possibly because the attitude changes in the interim (Davidson & Jaccard, 1979; Schwartz, 1978). Fishbein and Ajzen (1981) maintain that the best predictor of behavior is the person's intention to perform the behavior. Support for this theory has been obtained in several studies that measured behavioral intentions and actual behavior in a variety of areas (Davidson & Jaccard, 1979; Hom, Katerberg & Hulin, 1978; Kilty, 1978). This, too, suggests direction for nutrition education research. Degree of self-awareness, of commitment, and of direct exposure, and presence of peer accountability are also thought to be strong predictors of behavior. High self-awareness, created by asking participants to indicate their attitude in the presence of a mirror, increases the consistency between attitudes and behavior (Pryor, Gibbons, Wicklund, Fazio & Hood, 1977), perhaps because the self-attention produced by the mirror leads the participants to be more introspective and accurate when reporting their attitudes. Producing high commitment by having participants believe they would actually have to perform the behavior increases the consistency between attitudes and behavior (Gabrenya & Arkin, 1979). Attitudes formed by having direct experience with the object of the attitude predict behavior more accurately than do attitudes formed without direct experience (Regan & Fazio, 1977). When peers hold
SlO JOURNAL OF NUTRITION EDUCATION
individuals accountable to behave in a manner congruent with their attitudes, attitudes have been found to be more related to actual behavior (Johnson & Johnson, 1983). These research findings suggest that when nutrition education emphasizes high self-awareness, high commitment to eat nutritious foods, direct experience with nutritious foods, and strong presence of accountability to peers, nutrition-related attitudes can be expected to influence food consumption. Whether foods dense in nutrients are frequently consumed or not can depend on a host of internal and external factors in addition to nutrition knowledge and attitudes. Mastery of isolated facts and the acquisition of general attitudes, furthermore, may not greatly affect nutrition-related behaviors. But when nutrition classes emphasize the acquisition of conceptual frameworks and general principles as well as specific attitudes and behavioral intentions, the research indicates that knowledge and attitudes can be predictive of food consumption patterns. In summary, nutrition education is far more complex than is the teaching of other subject areas. This complexity results from the need to create informed consumers who value good nutrition and consume nutritious foods throughout their lives. Mastery of information and facts is only one small part of the overall goal of nutrition education. To successfully achieve the .short-term and long-term goals of nutrition education, the curriculum materials and instructional methods used need to reflect the social context and interpersonal interaction factors that theory suggests, and current research findings indicate, are important in influencing enduring knowledge acquisition, positive attitude development, and nutritious behavioral habits. This does not mean that other factors may not be validated in future research. However, present knowledge already suggests directions for improving the impact and effectiveness of nutrition education.
VOLUME 17 NUMBER 2 SUPPLEMENT 1985
3
A Meta-Analysis and Synthesis of Nutrition Education Research Since the early 1900s there has been a great deal of research on the impact of nutrition education on participants' nutrition knowledge, attitudes, and behavior. Despite the large number of studies conducted, scientists disagree as to the conclusions that may be drawn from the literature. Although there have been a number of reviews of the research and evaluation of nutrition education programs, there is an absence of an exhaustive and comprehensive examination of the impact of nutrition education on participants. The efficacy of nutrition education programs has never been firmly established for: 1. The mastery, retention, integration, and application of nutrition concepts and information. 2. The acquisition and maintenance of positive attitudes toward nutritious eating habits and good nutrition. 3. The adoption and lifelong maintenance of nutritious eating habits. In response to the need for a comprehensive review of all available research in nutrition education, a metaanalysis was conducted. The goals of the meta-analysis were twofold: to assess current effectiveness of nutrition education and to delineate new directions for future research in nutrition education. The report of the meta-analysis that follows first discusses previous reviews of nutrition education effectiveness. Next, the nature and methods of metaanalysis are defined. Then, the method and procedures for this meta-analysis are presented and the overall findings are described. PREVIOUS REVIEWS Selected reviews of research and evaluation studies that examined the effects of nutrition education on knowledge, attitudes, and behavior have been conducted by a number of educators, social scientists, and nutritionists. These reviews have yielded discussions of the problems and shortcomings of nutrition education research and evaluation, but have not provided a strong case for the efficacy of nutrition education. Swope (1962) included 44 studies in her bibliography and indicated that she used 43 in her review. Only about one-half of these studies examined the effectiveness of VOLUME 17 NUMBER 2 SUPPLEMENT 1985
nutrition education programs. McKenzie and Mumford (1965) reviewed some 40 studies on nutrition education selected from the numerous ones available. Of the 40 that met their criteria for inclusion. they reported on only 17 of the studies. Whitehead (1973) provided a review of studies published between 1900 and 1970. Out of the 268 articles. reports, theses, and books reported in her references, Whitehead discussed about 60. Levy. Iverson, and Walberg (1980) reviewed 22 studies on nutrition education published between 1968 and 1978. For six of these studies, individual effect sizes were computed, but these were too few to be summed to give an overall indication of the success of nutrition education. Thus, while the methodology they used was more advanced, the small sample limits generalizability of the findings. All these reviews contained relevant studies. With the exception of Levy. Iverson, and Walberg (1980), the reviews all used the "summary impression" method in which the authors read the studies, decided which ones to include, and gave their own impressions of the meaning of the collective results. Little attempt was made to measure the size of the effect. combine them statistically, or test their speculations about why different studies found different findings. A number of other problems common to each of these reviews may distort their conclusions and create unnecessary doubt and disagreement within the field of nutrition education. First, too few studies have been included in anyone review to portray accurately the overall empirical findings in the area. Second. each review included only a subset of possible studies. It is possible that some bias may have influenced the reviewers to include only studies that supported their position and exclude those that did not. Third, reviewers have relied only on their impressions as to what variables may influence the effectiveness of nutrition education programs. They have made little attempt to systematically identify the mediating or moderating variables. Finally, the reviews have ignored the issue of relationship strength. This may have allowed (a) weak disconfirmation or (b) the equal weighting of conclusions based on a few studies with conclusions based on several dozen studies (see Cooper. 1979). Given the uncertainty about the effectiveness of nutrition education and the basic limitations of the previous reviews. there was need for a comprehensive JOURNAL OF NUTRITION EDUCATION Sl1
review of existing nutrition education research, using a more powerful method of combining results than summary-impression. The best methodology for such a purpose is meta-analysis. Meta-analysis quantifies the findings of studies using a common metric so that it becomes possible to examine the magnitude of any differences between conditions as well as the probability of finding such differences.
META-ANALYSIS DEFINED Glass (1977) defines meta-analysis as the process of combining results of independent experiments for the purpose of integrating their findings. More powerful than the summary-impression method for combining results of existing research, meta-analysis quantifies findings of studies using a common metric. A metaanalysis is conducted on a group of studies with a common conceptual hypothesis or common operational definitions of independent or dependent variables. A meta-analysis usually results in a significance level that gives the probability that a set of studies exhibiting the found results could have been gener:ated if no actual relation had existed and describes the degree of overlap among different experimental conditions on a normal curve. Thus, when used in a complete survey of studies from a specific research area, meta-analysis procedures allow a characterization of the tendencies of the research (the probability of finding such differences again) and also yield information about the magnitude or extent of any differences among conditions. Meta-analysis is applicable to the research in nutrition education because a considerable number of research studies have used conceptually similar operationalizations of (a) nutrition education and (b) knowledge, attitudes, and behavior. This allows reliable application of statistical procedures. Meta-analysis allows for more precise and confident statements than a summaryimpression review about the relative impact of nutrition education programs on participants' nutrition-related knowledge, attitudes, and behavior patterns. To establish the current state of knowledge about the effectiveness of nutrition education, the meta-analysis process was applied to the research literature in the field. The following steps were followed: 1. Conducted an extensive and thorough search for all
published and unpublished studies. 2. Read over 670 studies and identified 303 that had
useable research findings. 3. Established and applied a coding procedure to classify the 303 studies into a common framework. 4. Classified each of the 4,108 findings in the 303
studies into: a. Negative findings (nutrition education had statistically significant but negative impact). S12 JOURNAL OF NUTRITION EDUCATION
b. Findings of no difference (nutrition education had no statistically significant impact). c. Positive findings (nutrition education had positive, statistically significant impact). 5. Transformed the findings into an effect size whenever enough information was given to conduct the required statistical computations. 6. Transformed the findings into a z-score whenever enough information was given to conduct the required statistical computations. 7. Integrated the existing research on the effects of nutrition education in several ways, including: a. All 303 studies. b. Studies published only in refereed journals. c. Studies of National Dairy Council's FOOD .. Your Choice (FYC) programs for school-age and young adult populations. d. Studies of the Expanded Food and Nutrition Education (EFNEP) for low-income families. e. Studies of the Special Supplemental Food Program for Women, Infants and Children (WIC), a food assistance and nutrition information program for low income pregnant and lactating mothers and their children. Independent and Dependent Variables
Nutrition education programs were defined as any planned teaching of nutrition knowledge aimed at affecting the acquisition of nutrition knowledge, positive attitudes toward good nutrition. and eating of nutritious foods. Nutrition knowledge was defined as performance on tests assessing mastery and retention of the knowledge taught within the nutrition education program. Attitude toward good nutrition was defined as performance on measures of the importance of good nutrition and commitment to eating nutritiously. Constructive nutrition behavior was defined as patterns of intake of foods dense in nutrients relative to nutrient and energy requirements for age, body composition and activity level. Statistical Methods
Three methods of meta-analysis were used: the voting method, the effect-size method. and the z-score method. For the voting method, each study was read carefully and all findings considered by the original author( s) to be significantly positive, significantly negative. or nonsignificant were counted. If a plurality of findings fell into one of these three categories. the modal category was declared the winner and assumed to give the best estimate of the direction of the true relation between the independent and dependent variables. Although this is a common method of reviewing literature, the practice of VOLUME 17 NUMBER 2 SUPPLEMENT
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declaring the modal category ignores sample size. Large samples produce more statisti<;ally significant findings than do small samples. The voting method also disregards important information about the strength and importance of relations among variables. Its value is primarily that of giving a rough estimate of the direction one will likely find after closer statistical analysis. In many of the studies of nutrition education, authors stated that the results were positive without specifying a significance level and without presenting enough data from which to compute a statistical test. In such cases the results were counted as being positive in the votingmethod analysis but could not be included in the effectsize or z-score analyses. For the effect-size method the difference between the means of pairs of treatment conditions is divided by the within-group standard deviation of the treatment conditions, yielding a standardized mean difference (Glass, 1977). In this review, the estimate of the total standard deviation used for the variance term is a weighted average of standard deviations for all groups. The effect size for each finding of a study was treated as an observation so that the overall strength of effect (mean effect size) could be computed and so that relations of effect sizes to characteristics of the' study could be examined. The effect size allows for the examination of the strengths of the relations between the independent and dependent variables. The z-score method was originally developed by Stouffer (1949) and is comprised of the following steps: (a) compute the exact p value of the test statistic used by the author(s) of each study, dividing the exact pvalue by two if they used a two-tailed test; (b) compute the exact z-score for each p value; (c) sum these z-scores, and divide this sum by the square root of the number of findings involved; and (d) refer this z-score back to the table, and determine the appropriate probability level. This probability describes the likelihood that the overall pattern of results was generated by chance. In this review the z-score results are understated since many studies did not state exact probability levels or include the specific t, F, and X2 scores. In such studies, nominal rather than exact p values had to be used. If the finding was described as being statistically significant. the probability level was set arbitrarily at the lowest p = .05 and if the finding was described as being statistically nonsignificant, the z's were assumed to zero. The z-score results, therefore, tend to be conservative and probably understate the significance of the findings. The basic unit of analysis for the three meta-analysis methods is the finding, not the study. When the number of findings are analyzed. studies that have numerous findings end up having more weight than do studies with only one measure of nutrition knowledge, attitudes, or behavior. To control for a possible bias resulting from studies with multiple measures. the effect size and zVOLUME 17 NUMBER 2 SUPPLEMENT
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score for knowledge, attitude, and behavior findings were reanalyzed so that each finding was weighted inversely proportional to the number of knowledge, attitude, or behavior findings from that study. This resulted in each study being given the same overall weight in the analyses. It also resulted in the sample size being reduced and in the findings being independent from each other. Although every attempt was made to find all relevant unpublished literature, there always remains the possibility that research reports exist in scattered file drawers. In order to take this possibility into account, a fail-safe n was calculated (Rosenthal, 1978). This procedure determines how many additional studies with summed z-scores totaling zero were needed to decrease the overall probability level of a Stouffer z-score above the .05 level. Bases for Including Articles
The procedure included searching the literature, coding the data from each study, statistically analyzing the results, and reporting the findings. A variety of methods of locating all relevant studies were used. Source-bysource searches were carried out by examining the contents of all relevant journals and dissertation abstracts. Several computer searches were conducted. Existing bibliographies were carefully examined. Finally, relevant organizations and researchers were contacted and interviewed. Every attempt was made to locate all relevant studies. The criteria used to determine whether a study was included in the meta-analysis were as follows: 1. The study specifically dealt with nutrition educa-
tion. 2. The study contained measurements of participants'
nutrition knowledge, attitudes, and/or behavior. 3. It was possible to make conclusions about the
effectiveness of the educational program either through comparison with a control group or through comparison of pre- and post-scores. 4. Studies were written or summarized in English. Studies included are original reports of nutrition education research that provide evidence of whether or not the educational program resulted in improved nutrition knowledge, attitudes. and behavior. Out of the 673 studies located, these criteria resulted in a preliminary analysis of 303 studies that yielded 4108 findings. Three-hundred and seventy studies contained no applicable data. The majority of these articles contained no data for all. Six judges independently read the articles included in this review. Two of the judges had master's degrees in nutrition education, three had B.A. degrees in psychology and education. and one had a doctorate in psycholJOURNAL OF NUTRITION EDUCATION 813
ogy. Twenty articles were randomly selected, and the six judges independently read the articles and made the ratings needed for each study. The interrater reliability was 94 percent. All statistics on every study included were double-checked. The primary purposes were to (a) determine the efficacy of nutrition education programs and (b) examine explanatory variables in an attempt to better understand the reasons that nutrition education is effective. The three meta-analyses techniques of voting, effect size and z-score and the fail-safe n procedure were conducted to accomplish the first purpose. To accomplish the second purpose, preliminary analyses examined the distribution of the various characteristics and eliminated variables for which there were either too few observations or little or no variability in responding. The preliminary analyses were also used to cluster variables in meaningful ways so they could be analyzed either by analysis of variance or by correlational techniques. The ANOVA and correlational analyses. however, produced fewer statistically significant findings than would be expected by chance. The random error within the studies seemed to eliminate the possibility of identifying possible mediating or moderating variables through statistical analysis. :rhe ANOVA and correlational analyses are, therefore, not reported. For the limited number of studies that contained measures of more than one of the dependent variables, Pearson correlation coefficients were calculated among weighted measures of nutrition knowledge, attitudes, and behavior.
Table 1.
OVERALL FINDINGS Findings from the meta-analysis are strong and clear. If there have truly been doubts as to the effectiveness of nutrition education in achieving the goal of developing knowledgeable consumers who value good nutrition and consume nutritious foods, the results of this metaanalysis should set those doubts aside. The first analysis was of the overall effectiveness of nutrition education in promoting the acquisition of nutrition knowledge. the development of positive attitudes toward good nutrition, and constructive nutrition behavior patterns. Meta-analyses were conducted for the voting method, the effect-size method, and the Stouffer z-score method. Both unweighted and weighted effect size and z-scores are reported in Table 1. The weighted results are emphasized in the text, as the smaller sample size and independence pf results make them more conservative. Knowledge
The voting method indicates that nutrition education promotes significantly greater knowledge by 587 to 19 with 293 no differences. The weighted effect size of .96 indicates that the average participant in nutrition education performs at the 83rd percentile of the control (which is at the 50th percentile) on knowledge tests. The weighted z-score of 22.34 indicates the probability that the difference is due to chance is less than .001. The
Meta-Analyses for all Nutrition Education Studies* Knowledge Voting
N ND P
19 293 587
Effect Size
M SD n
.96 1.36 81 22.34 96 17,501
Weighted
z-Score Unweighted Effect Size z-Score
z
n fail-Safe n M SD n z n fail-Safe n
.71
1.25
574 46.20 636 497,886
Attitude
Behavior
23 228 201
74 1,069 1,599
.37
.47 .82 102 19.88 122 17,585
.26
38 11.61 45 2,181 .27
.44
238 19.39 255 34,962
.40 .94 1,004 53.19 1,192 1,237,658
=
*N Negative findings ND = No significant differences P = Positive findings mean M SD = Standard Deviation n = Number of studies
=
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fail-safe n for such a finding is 17,501. The unweighted effect size is .71 (at the 76th percentile of control group) and the unweighted z-score is 46.20 (p<.OOl). The voting-method, effect-size and z-score results clearly indicate that nutrition education is effective in increasing knowledge about nutrition.
of 19.88 favoring nutrition education indicates the probability that the difference is due to chance is less than .001. The fail-safe n for such a finding is 17,585. The unweighted effect size is .40 (at the 66th percentile of control group) and the unweighted z-score is 53.19 (p<.OOl). All results clearly indicate that nutrition education is effective in improving consumption of nutritious foods.
Attitude
The voting method analysis indicates that nutrition education promotes significantly more positive attitudes toward good nutrition by 201 to 23 with 228 no differences. The weighted effect size of .37 indicates that the average nutrition education program participant's attitudes are at the 64th percentile of the control. The weighted z-score of 11.61 favoring nutrition education indicates the probability that the difference is due to chance is less than .001. The fail-safe n for such a finding is 2,181. The unweighted effect size is .27 (at the 61st percentile of control group) and the unweighted z-score is 19.39 (p<.OOl). The results of these three methods clearly indicate that nutrition education is effective in developing positive attitudes about good nutrition.
FINDINGS IN JOURNAL ARTICLES
All studies were coded for source: journal (52 percent of the findings), technical report (36 percent), master's thesis (7 percent), doctoral dissertation (4 percent), or book (1 percent). Since journal articles have passed a peer review process to certify the quality of the research design and data analysis, a separate analysis was conducted of findings from this source to indicate the degree of impact of nutrition education programs when Studied by what could be assumed to be more rigorous research methods. It is these studies that may most accurately portray the impact of nutrition education programs on nutrition knowledge, attitudes, and behavior. The results appear in Table 2.
Behavior Knowledge
The voting method indicates that nutrition education promotes significantly better nutrition behavior by a score of 1,599 to 74 with 1,069 no differences. The weighted effect size of .47 indicates that the average participant in nutrition education eats nutritiously at the 69th percentile of the control. The weighted z-score Table 2.
The voting method indicates that nutrition education promotes significantly greater knowledge by 244 to 5 with 139 no differences. The weighted effect size of 1.12 indicates that the average participant in a nutrition education program achieves at the 87 percentile of the
Meta-Analyses for Journal Articles·
Knowledge N ND P
Effect Size z-Score
Unweighted Effect Size z-Score
Behavior
5 139 244
8 101 88
37 596 810
M SD N z N Fail-Safe n
1.12 1.65 50 19.21 61 8,210
.44 .26 19 8.18 24 566
.48
M SD N z n Fail-Safe n
1.05 1.49 184 31.90 223 83,137
.43
Voting
Weighted
Attitude
.53 77
14.03 86 6,130
.52 60 16.76 77 7,868 .52 1.17 511 39.32 630 357,162
·N = Negative findings ND = No significant differences P = Positive findings M= mean SD = Standard Deviation n = Number of studies VOLUME 17 NUMBER 2 SUPPLEMENT 1985
JOURNAL OF NUTRITION EDUCATION S15
control. The weighted z-score of 19.21 indicates the probability that the effectiveness of nutrition education is due to chance is less than .001. The fail-safe 0 for such a finding is 8,210. The unweighted effect size is 1.05 (at the 85th percentile of control group) and the unweighted z-score is 31.90 (p<.OOl). The voting method, effectsize and z-score results clearly indicate that nutrition education as described in journal research articles is effective in promoting nutrition knowledge. Attitude
The voting method indicates that nutrition impacts attitudes toward good nutrition by 88 to 8 with 101 no differences. The weighted effect size of .44 indicates that the average participant's attitudes toward good nutrition are at the 67th percentile of the control. The weighted z-score of 8.18 favoring nutrition education indicates the probability that the difference is due to chance is less than .001. The fail-safe 0 for such a finding is 566. The unweighted effect size is .43 (at the 67th percentile of the control group) and the unweighted zscore is 14.03 (p<.OOl). The voting method, effect size and z-score results clearly indicate tha.t nutrition education as described in journal research articles is effective in promoting positive nutrition attitudes. Behavior
The voting method indicates that nutrition education promotes significantly better nutrition behavior by 810 to 37 with 596 no differences. The weighted effect size of .48 indicates that the average participant in a nutrition education program eats nutritiously at the 68th percentile of the control. The weighted z-score of 16.76 indicates the probability that the superiority of nutrition education is due to chance is less than .001. The fail-safe o for such a finding is 7,868. The unweighted effect size is .53 (at the 70th percentile of the control group) and the unweighted z-score is 39.32 (p<.OOl). The results of these three methods clearly indicate that nutrition education as described in journal research articles is effective in increasing the consumption of nutritious foods. While the effect-size findings for the journal studies are slightly higher for knowledge and behavior, the zscores are slightly lower. A common criticism of metaanalysis is that when all the available studies are included, the overall effect size and z-score are meaningless because the poorly conducted studies overpower the adequately conducted studies. Given that studies published in journals are considered to be of higher quality than are unpublished studies, the results of these metaanalyses indicate that the results of published and unpublished studies do not differ significantly. 816 JOURNAL OF NUTRITION EDUCATION
FINDINGS FOR THREE NUTRITION EDUCATION PROGRAMS A variety of educational packages and programs have been developed for delivering nutrition education and directly improving diet. Of these, three have been the focus of a number of research studies, yielding data which enabled us to conduct separate meta-analyses for them. FOOD ... Your Choice, designed by the National Dairy Council, provides curriculum materials for preschool, elementary aod secondary school teachers to use in teaching general nutrition concepts. These programs are one component of Dairy Council programming which also focuses on adult consumers and health professionals. The FOOD ... Your Choice curriculum packages contain written and audio-visual materials as well as suggested instructional activities. The program is implemented nationally through a network of affiliated Dairy Council units. All levels of the program have been thoroughly pilot tested. In addition, it is National Dairy Council's policy to commission rigorous national evaluations using general nutrition instruments after the programs have been introduced in the nation's schools. The Special Supplemental Food Program for Women, Infants, and Children (WIG) provides food assistance to low-income pregnant, postpartum, and lactating women and their infants and children under five years of age who are at risk nutritionally. The program is designed to serve as an adjunct to good health care and includes nutrition information in addition to the food assistance. Begun in 1972, it is administered by the United States Department of Health and Human Services. The Expanded Food and Nutrition Education Program (EFNEP) uses paraprofessionals to work with hard-toreach rural and urban poor. It is designed to improve nutritional practices, self-image and future expectations, especially for families with young children. The program basically consists of one-on-one and smallgroup teaching. The nutrition content emphasizes: vitamins, fruits and vegetables, cardiovascular disease, fatcontrolled diet, nutrition during child-bearing and infant nutrition. Begun in 1968, the program is administered by the United States Department of Agriculture. FOOD . .. Your Choice
Knowledge. The voting method indicates that the National Dairy Council curriculum, FOOD ... Your Choice (FYG), significantly increases participants' knowledge about nutrition by a score of 57 to 5 with 61 no differences (see Table 3). The weighted effect size of .39 indicates that the average participant in the nutrition education courses performs at the 65th percentile of the control on knowledge tests. The weighted z-score of6.13 VOLUME 17 NUMBER 2 SUPPLEMENT
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Table 3.
Meta-Analyses for National Dairy Council's Food ... Your Choice·
Knowledge
Attitude
Behavior
5 61 57
11 63 34
11 82 52
M SD N z N Fail-Safe n
.39 .22 10 6.13 11 141
.64 .60
.29
M SD N z n Fail-Safe n
.30 1.20 106 13.92 112 7862
N ND P
Voting
Weighted Effect Size z-Score
Unweighted Effect Size z-Score
5 5.34 6 57 .14 .41
94
8.01
99
2235
.63 5 3.48 5 17 .13 .37 103 9.05 113 3286
·N = Negative findings ND = No significant differences P = Positive findings M= mean SD = Standard Deviation n = Number of studies
favoring National Dairy Council materials indicates that the probability of the difference being due to chance is less than .001. The fail-safe n for such a finding is 141. The unweighted effect size is .30 (at the 62nd percentile of the control group) and the unweighted z-score is 13.92 (p<.OOl). The voting method, effect-size and z-score results indicate that FOOD ... Your Choice is effective in increasing nutrition knowledge. Attitude. The voting methon indicates that FOOD ... Your Choice significantly increases participants' positive attitudes toward nutrition by a score of 34 to 11 with 63 no differences. The unweighted Table 4.
effect size of .64 indicates that the average FOOD ... Your Choice participant's attitudes were at the 71st percentile of the control. The wei,ghted z-score of 5.34 favoring FOOD ... Your Choice indicates the probability that the difference is due to chance is less than .001. The fail-safe n for such a finding is 57. The unweighted effect size is .14 (at the 56th percentile of the control group) and the unweighted z-score is 8.01 (p<.OOl). The voting method. effect-size and z-score methods indicate that FOOD. . . Your Choice is effective in promoting positive attitudes toward good nutrition.
Meta-Analyses for WIC·
Attitude
Behavior
0 2 6
0 2 2
13 48 151
M SD N z N Fail-Safe n
.61 .41 2 2.87 2 4
.16 1 .28 1
.19 .16 7 4.80 8
M SD N z n Fail-Safe n
.83 .25 4 6.28 5 68
.16 .15 2 2.24 4 3
.24 .31 39 12.47 72 4040
Knowledge N ND P
Voting
Weighted Effect Size z-Score
Unweighted Effect Size z-Score
60
·N = Negative findings ND = No significant differences P = Positive findings M= mean SD = Standard Deviation n = Number of studies VOLUME 17 NUMBER 2 SUPPLEMENT 1985
JOURNAL OF NUTRITION EDUCATION S17
Meta-Analyses for EFNEP*
Table 5.
N NO P
Voting Weighted Effect Size z-Score Unweighted Effect Size z-Score
0 3 85
0 5 10
.25
.30
M SO N z N Fail-Safe n
3 5.44 5 49
M SO N z n Fail-Safe n
.23 10 33 15.66 39 3474
Behavior
Attitude
Knowledge
.06
2 67 243 .33
.12
.05 2 2.98 2 5
9 7.37 13
246
.27
.31
.20
.07 8 6.59 8 119
80
22.19 124 22,294
=
*N Negative findings ND = No significant differences P = Positive findings M = mean SD = Standard Deviation n = Number of studies
Behavior. The voting method indicates that FOOD . . Your Choice significantly improves the eating of nutritious foods by a score of 52 to 11 with 82 no differences. The weighted effect size of .29 indicates that participants using FOOD ... Your Choice consume nutritious foods at the 61st percentile of the controls. The weight z-score of 4.02 favoring FOOD ... Your Choice indicates the probability that the difference is due to chance is less than .001. The fail-safe n for such a finding is 30. The unweighted effect size is .13 (at the 55th percentile of the control group) and the unweighted z-score is 9.05 (p<.OOl). The results of the three methods indicate that FOOD ... Your Choice is effective in improving the consumption of nutritious foods.
interpretation needs to be made cautiously due to the small number of findings available. In terms of behavior, the major goal of the program, the voting method indicates that the WIC Program significantly increases consumption of nutritious foods by a score of 151 to 13 with 48 no differences. The weighted effect size of .19 indicates that the average participant in the WIC program consumes at the 58th percentile of the control. The weighted z-score of 4.80 favoring the WIC Program indicates the probability that the difference is due to chance is less than .001. The fail-safe n for such a finding is 60. The unweighted effect size is .24 (at the 60th percentile of the control group) and the unweighted zscore is 12.47 (p<.OOl).
Women, Infants, and Children (WIC) Program
Expanded Food and Nutrition Education Program (EFNEP)
The impact of the WIC Program appears in Table 4. The few findings for knowledge and attitude indicate that WIC is effective in these areas, although this
Knowledge. The voting method indicates that EFNEP significantly increases participants' knowledge about nutrition by a score of 85 to 0 with 3 no differences (See
Table 6.
Correlations Among Nutrition Knowledge, Attitude, and Behavior Variables
Knowledge and Attitude: Effect Size Knowledge and Behavior: Effect Size Attitude and Behavior: Effect Size Knowledge and Attitude: z-Score Knowledge and Behavior: z-Score Attitude and Behavior: z-Score
518 JOURNAL OF NUTRITION EDUCATION
Correlation
Number
Significance Level (p)
.17
29
.19
.50
38
.001
.20
23
.18
.09
35
.31
.32
44
.02
.47
28
.006
VOLUME 17 NUMBER 2 SUPPLEMENT 1985
Table 5). The weighted effect size of .25 indicates that the average participant in EFNEP performs at the 60th percentile of the control. The weighted z-score of 5.44 favoring EFNEP indicates the probability that the difference is due to chance is less than .001. The fail-safe n is for such a finding is 49. The unweighted effect size is .23 (of the 59th percentile of the control group) and the unweighted z-score is 15.66 (p<.OOl). Attitude. The voting method indicates that EFNEP increases positive attitudes toward nutrition by a score of 10 to 0 with 5 no differences. There are too few studies to compute a meaningful weighted effect size or z-score. The unweighted effect size is .27 (at the 61st percentile of the control group) and the unweighted z-score is 6.59 (p< .001). Behavior. The voting method indicates that EFNEP increases the consumption of nutritious foods by a score of 243 to 2 with 67 no differences. The weighted effect size of .33 indicates that the average person in the EFNEP program performs at the 63rd percentile of the participants in the control. The weighted z-score of 7.37 favoring the EFNEP program indicates that the probability of the difference being due to chance is less than .001. The fail-safe n for such a finding is 246. The unweighted effect size is .31 (at the 62nd percentile of the control classes) and the unweighted z-score is 22.19 (p< .001). CORRELATIONS AMONG NUTRITION KNOWLEDGE, ATTITUDE, AND BEHAVIOR A number of studies measured more than one dependent variable and, therefore, it was possible to compute correlations among nutrition knowledge, attitude, and behavior. Calculations for both effect size and z-scores were computed. The results appear in Table 6. Significant relationships exist between nutrition knowledge and behavior as evidenced by statistically significant (p<.02) correlations for both sets of data. The relation between nutrition attitude and behavior is also significant, as indicated by the z-score correlation. The relation
Table 7.
Decades in Which Studies Were Published
Decade
Date Not Given
1910-1919 1920-1929 1930-1939 1940-1949 1950-1959 1960-1969 1970-1979 1980-1984
TOTALS
Studies 6
2 2
o
23
13
17 125 115 303
VOLUME 17 NUMBER 2 SUPPLEMENT 1985
Findings
88
2
11
o
294 105 315 1645 1648 4108
Table 8.
Frequency of Use of Instructional Strategies Percent
lectures Written materials Directed small group activity Displays Individual counseling Movies, slide shows, closed circuit T.V. Commercial mass media Computers
75.7 69.4 50.3 44.8 33.1 31.3 11.0 01.9
between nutrition knowledge and attitude did not reach statistical significance for either set of data. GENERAL CHARACTERISTICS OF NUTRITION EDUCATION RESEARCH The studies that have been conducted in nutrition education began in the early 1900's. Most of the available studies, however, were conducted in the past 25 years. These recent studies have included more findings per study than did the studies of previous decades (see Table 7). Seventeen percent of the findings were from studies that randomly selected a sample, 22 percent were from studies in which subjects were randomly assigned to conditions, and 64 percent included a control group. Eighty-seven percent of the findings were from studies conducted in North America. Fifty-nine percent of the findings were from studies conducted in the elementary and secondary schools. Fifty-two percent of the findings were from studies published in journals. Forty-six percent of the findings were from studies with sample sizes between 100 and 500 subjects. Nineteen percent of the findings were from studies containing national samples while 57 percent contained only local samples. A wide variety of instructional procedures have been employed. A number of studies have directly involved participants in planning menus and preparing and tasting foods. Studies have lasted from a few minutes to several months. A variety of measures of dietary intake have been used. Participants have varied widely as to sex, economic status, age, and cultural background. The findings of this meta-analysis. therefore, have wide generalizability. Unfortunately, 81 percent of the findings are from studies that used more than one educational method, creating interactions among the instructional strategies that make it difficult, if not impossible, to determine the relative effectiveness of each. The percents for the occurrence of each instructional strategy in the studies is shown in Table 8. This indicates the popularity of using the more traditional methods of lecture and the reading of written materials. It also shows the extent of use of multiple strategies in the nutrition education settings studied. JOURNAL OF NUTRITION EDUCATION 819
4
Nutrition Education's Future
The nutrition education studies included in the metaanalysis discussed in Chapter 3 were conducted in a wide range of settings by investigators with markedly different orientations using participants of different ages and backgrounds working on a wide variety of learning tasks. Therefore, the findings based on the three methods of meta-analysis probably have considerable generalizability to all nutrition education programs. If there has been any doubt as to the efficacy of nutrition education, the results of this meta-analysis should set that doubt aside. In addition, the results have important implications for the direction and focus of future nutrition education research. The practice of nutrition education. especially as reflected in the design of curriculum materials and the selection of teaching strategies. should also be positively influenced by this study. There are three basic findings coming from the metaanalyses that have significant impact for the future. The first is that nutrition education results in a marked increase in knowledge about nutrition. Twenty-two percent of the findings reported in the meta-analyses are measurements of participants' nutrition knowledge. Taken as a whole. the efforts of nutrition education programs to promote increased knowledge about good nutrition have been very successful. This is true for all age groups (the largest gains are found in college students), for both males and females, for all socioeconomic classes, for all decades, and for all settings. The second general conclusion is that nutrition education results in some increase in positiveness of attitudes toward eating nutritiously. Eleven percent of the total findings included in this review are measurements of attitudes. The results are valid for all age groups (although the attitudes of primary school participants are easier to influence than are the attitudes of older participants), for both males and females, regardless of the instructional strategies used, for all socio-economic classes, for unpublished as well as published studies, and for all decades. The third general conclusion is that nutrition education results in constructive changes in participants' patterns of food consumption. Sixty-seven percent of the findings reported in this review focused on actual consumption of nutritious foods. These results are valid for all age levels, for both males and females, for all szo JOURNAL OF NUTRITION EDUCATION
socio-economic levels, regardless of the instructional procedures used, and for unpublished as well as published articles (results being somewhat stronger for journal articles and technicai re-ports). The results are especially strong for positive changes in the consumption of fluid milk, of dairy products as a whole, of meat and fruits, and of the nutrients protein, fat, calcium, thiamin. riboflavin, and niacin. The results of the meta-analyses, therefore. provide strong evidence that nutrition education is effective in promoting informed consumers who value good nutrition and consume nutritious foods. The findings have been basically consistent throughout 74 years of research. They should provide considerable encouragement to nutrition educators on the efficacy of nutrition education. NEED FOR THEORETICAL MODELS A shortcoming of the research on nutrition education is the failure to base the research on theoretical models. Most of the studies included in this review did not have a clear theoretical base from which to determine the variables that explain how nutrition education programs positively affect nutrition knowledge, attitudes. and behavior. Possible mediating variables, therefore, were not directly studied or measured in most of the studies on nutrition education. The short-term and long-term goals of nutrition education may be most effectively achieved through employing instructional strategies that operationalize factors which social-psychological and educational research have found to influence knowledge acquisition, attitude modification, and behavior change (this process was discussed in Chapter 1 and illustrated in Figure 1). However, very few of these instructional methods and social context and interpersonal interaction factors have been systematically studied by nutrition education researchers to determine their relationship to goal attainment. When nutrition education programs are systematically designed and implemented to test instructional strategies that appear to best operationalize factors essential to influencing specific short- and long-term goals, even stronger effects for knowledge, attitude, and behavior may be found. A strong coordinated, research focus in nutrition education is needed to provide the data base for the design of these education programs if the field is to advance and mature. VOLUME 17 NUMBER 2 SUPPLEMENT
1985
RELATIONSHIPS AMONG KNOWLEDGE, ATTITUDES, AND BEHAVIOR There has been mixed evidence as to whether knowledge, attitudes, and behavior are related. The relationship among the three variables is considered to be complex and incompletely understood. Within the research in nutrition education, there were a number of studies that measured two or more of the three variables and, therefore, it was possible to compute Pearson correlations among them. The results indicate statistically significant relationships between nutrition knowledge and behavior and between nutrition attitudes and behavior. These findings will be of interest to social psychologists interested in attitude modification and change.
INSTRUCTIONAL METHODS Due to the confounding interactions created among the various instructional methods employed within 81 percent of the findings, it is impossible to determine from the meta-analyses which instruclional method is the most effective in influencing nutrition knowledge, attitudes, and behavior. Each method has its advocates, although methods such as lecturing and the use of textbooks and individual worksheets are not generally aimed at impacting attitudes and behavior. A most important area for future research is to determine the relative efficacy of each of the variety of instructional methods appropriate for nutrition education.
FUTURE DIRECTIONS FOR EDUCATIONAL PRACTICE In 1978 the National Assessment of Educational Progress published a report of their study of health awareness in two national samples-17 year olds attending school and 26-35 year olds. Approximately 1300 respondents were sampled for each question at each age level. The 200 questions dealt with accident prevention and good health practices. Respondents were stratified by sex, ethnic membership, socio-economic class, size of community, region of U.S., and healthrelated job experience and education. They found that the adult scored much higher on the health-related questions than did the 17 year olds. They thus concluded that much health- and nutrition-related information is learned after graduation from high school. As an example of their findings, 81 percent of the adults recognized water as more critical than carbohydrates, protein, or fat for survival, but only 64 percent of the 17 year olds did so. They also found that the greater one's education VOLUME 17 NUMBER 2 SUPPLEMENT
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and the higher one's income, the greater one's nutrition knowledge. Some of the major conclusions derived from the survey's results were: 1. A large part of nutrition and health education is not presently occurring in the schools. 2. Nutrition and health education should focus more on changing behavior and less on informing. 3. Peer influence is a key variable in changing behavior. 4. Nutrition and health education reflect too much fact-giving and not enough experiential learning. 5. Nutrition and health education programs rarely exist in a planned, organized, and sequential way. In short, the results of this assessment suggest that regardless of how effective nutrition education programs could be, at present they are not as effective as they could be in reaching most school-age children and adolescents. Yet there is every reason to be optimistic about the potential for greater effectiveness of nutrition education programs, for school-age children especially. The data clearly indicate that nutrition education programs can and do impact knowledge, attitudes, and behavior. What is now needed is a long-term, large-scale implementation effort to increase the emphasis on nutrition education in the schools, the workplace, in hospitals, and in other relevant settings. The basic directions for work in nutrition education programming are to: 1. Specifically design nutrition education programs that are based on validated theoretical models and are aimed at achieving the field's short-term and long-term goals. 2. Utilize instructional strategies that have proven effective in general educational research in promoting the achievement of the field's goals. 3. Continually develop, refine, and improve the curriculum materials already available. 4. Broaden the implementation of nutrition education so that it occurs throughout the year in every classroom in every school so that the amount of time spent teaching good nutrition is increased. 5. Utilize the existing knowledge base developed through research on successful innovation in education to improve the implementation of nutrition education programs. 6. Implement nutrition education programs in organizational settings where older adult populations can be found who often do not eat nutritious foods. 7. Develop nutrition education programs in family, community, and leisure-time settings that support, supplement, and extend the nutrition education programs now in existence. Based on the existing theoretical models and the future validation of such models, nutrition education programs should be specifically designed to achieve the JOURNAL OF NUTRITION EDUCATION 521
discipline's short-term and long-term goals. Curriculum designs should focus on incorporating: 1. Instructional strategies that operationalize the
factors essential to acquiring knowledge, modifying attitudes, and promoting behavioral change. 2. State-of-the-art curriculum materials. 3. Increased instructional time. 4. Delivery in diverse settings.
Instructional Strategies
Nutrition education is qualitatively different from mathematics, reading, and most other school subjects. Nutrition education is aimed at impacting attitudes and behavior as well as knowledge and, therefore, the instructional strategies used may need to be considerably more sophisticated. Thus, to implement effective nutrition education programs a great deal of attention must be paid to building in the needed instructional strategies and to training teachers how to teach more effectively. A number of studies have demonstrated that throughout the United States teachers tend to lecture and give individual seat-work from 80 to 94 percent of the time (Johnson & Johnson, 1983). Small group methods are rarely used and, when they are, often are used poorly. As an illustration, science education research has repeatedly shown the importance of direct involvement procedures through inquiry/discovery procedures and classroom experiments. However, science is now almost entirely taught from textbooks. Any effort to implement more effective nutrition education, therefore, may have to include teacher training in methods of direct student involvement and cooperative learning. Building the use of cooperative learning groups into nutrition education classes ensures that students cognitively process the information being learned, implant it into their conceptual systems and memory, form positive attitudes toward the area being studied, publically commit themselves to learn about nutrition and eat nutritious foods, and hold each other accountable for fulfilling their commitments. Such collaborative discussions that lead to cognitive processing, public commitment and peer accountability are essential to successful nutrition education.
Curriculum Materials
There are few nutrition curriculum materials that have been evaluated and validated by research. The National Dairy Council has produced what is the only nationally learner-verified and validated curriculum for preschool, elementary, and secondary schools. Continued efforts in this direction are needed. S22 rOURNAL OF NUTRITION EDUCATION
Successful refinement and advancement of curriculum materials means anticipating where educational materials and technologies are moving and providing state-of-the-art materials adapted to the latest technology and research results. The computer is now becoming a factor in education, for example, and a combination of video-disk and computer may be increasingly used in the future. Information banks that students can access through a computer will soon be common. The field of nutrition education may wish to stay in the forefront of curriculum development and incorporate state-of-theart technology in order to influence more teachers to use the materials to incorporate nutrition education into their classrooms.
Teaching Time
In most settings, participants receive very little nutrition education compared to math, reading, social studies, science, technical skills, and other subject areas. The actual amount of time per year which individuals spend studying nutrition needs to be increased if the complex goals of nutrition education are to be attained. This may be achieved by integrating nutrition education into other subject areas, such as science and social studies, and by convincing local school boards and State Departments of Education to increase the emphasis on nutrition education within the school day.
Program Synergism
In most math and reading classes there may be distractions, interruptions, and even barriers to learning, but there is typically little or no opposition. There is general consensus that everyone should know how to read. This is not always the case, however, in nutrition education and this creates the distinct possibility that nutrition education programs will be opposed and obstructed. In order to maximize the impact of nutrition education programs, therefore, a configuration of programs needs to be developed and implemented simultaneously within the schools, family, church, youth groups, community, and work place. Any single nutrition education program needs to strengthen, support and complement the other nutrition education programs. The potency of anyone nutrition education program is directly enhanced by potency of other related experiences. Many of the individuals who most need to change their eating habits and make informed decisions as to which foods to consume are adults. They cannot be found in schools and colleges. Nutrition education programs need to be implemented in major business, corporation, and community settings. VOLUME 17 NUMBER 2 SUPPLEMENT
1985
Innovation
There has been considerable research on the procedures by which new programs are successfully implemented within elementary and secondary schools (Johnson, 1970, 1979). Teachers do not appear to learn how to implement programs from reading instructions or from participating in a short, introductory workshop. They learn how to implement new education programs such as nutrition by actually teaching the nutrition material in their classrooms and receiving ongoing encouragement and assistance from peers and resource· personnel. More specifically, based on the research conducted on the failures and successes of innovation in the 1950's, 1960's, and 1970's (Berman & McLaughlin, 1978; Lawrence, 1974; Little, 1981; Johnson, 1970, 1979; McLaughlin & March, 1978) the following conclusions can be applied to nutrition education: 1. From the beginning, the nutrition education programs to be implemented need to be carefully and clearly defined so that everyone involved understands the programs and shares the same definitions. 2. The training of teachers and other educators to deliver the nutrition education programs needs to focus on concrete strategies and specific skills: The translation from the theory to the practical strategies has to be clear. 3. Ongoing training needs to be provided when individual teachers want and need it. Workshops are not enough. Training needs to be extended throughout the school year, so that teachers can tryout the new strategies and ask for the kind of assistance they need when they need it. Local resource personnel who can provide "on-call" advice when it is needed are essential. 4. the training needs to"emphasize demonstrations, "hands-on" trying out of the materials and strategies, and feedback about how well the teachers being trained are implementing the nutrition education program. Observation of successful implementation (demonstration) in other classrooms or schools is important because it creates a situation in which teachers can receive advice and encouragement from peers who have had a successful teaching experience in nutrition education. Teachers' attitudes toward. and commitment to. nutrition education are affected primarily by classroom assistance by peers or resource personnel. Formative evaluation, including a monitoring procedure to determine how well nutrition education programs are being implemented is necessary so that adjustments can be identified and made. 5. Regular project or team meetings where teachers can discuss and work out problems with implementation are essential. The meetings need to provide peer, administrative, and project staff support and be focused on having teachers work together to solve immediate problems. 6. Adaptation of curriculum materials and the development of local curriculum materials is desirable. VOLUME 17 NUMBER 2 SUPPLEMENT 1985
The training needs to allow teachers the freedom to adapt the innovation to their own subject areas, teaching styles. curriculum materials, circumstances, and students. 7. Implementing nutrition education programs within schools depends on creating a support system among the teachers being trained. It is the teachers who teach each other how to implement nutrition education and sustain each other's interest in doing so. Ideally, teachers will be trained in school building teams. With the support system (team) clear cooperative interdependence must be structured. There must be frequent, continuous. increasingly concrete and precise talk about how to implement nutrition education. Teachers must frequently observe each other teaching nutrition education and provide each other with useful feedback. And teachers must frequently plan. design, prepare, and evaluate nutrition education materials and lessons together. 8. Participation of school principals is vital. Principals need to gain the knowledge that will enable them to help teachers with program objectives and to show teachers that their efforts are supported. 9. The time perspective for the implementation process to take place needs to be realistic. Adoption of a new teaching practice by a teacher may require substantial shifts in habits and routines. These shifts take time. When teachers are expected to learn to do too many new things in too short a time, they tend to feel overwhelmed and unable to cope. The nutrition education program then induces helplessness and "role overload" rather than a sense of increased competence. Major changes in teaching procedures usually take years to implement. 10. Innovations spread through opinion leaders who serve as translators and demonstrators to other teachers. Opinion leaders should be recruited and trained and then involved in training other teachers within their buildings and districts. 11. Innovations should be initiated at several places and on several levels at the same time. A coordinated initiation of nutrition education needs to be conducted at several places simultaneously within the curriculum and school day.
FUTURE DIRECTIONS FOR RESEARCH There is considerable research indicating that nutrition education is effective in promoting informed consumers who value good nutrition and consume nutritious food. The meta-analyses reported here should move nutrition education researchers away from basic concerns about the effectiveness of nutrition education toward systematic study of the variables that may moderate or mediate the relationships between nutrition JOURNAL OF NUTRITION EDUCATION S23
education and increased nutrition knowledge, positive attitudes toward nutrition. and actual consumption of nutritious foods. A long-term large-scale program of field experiments is needed to illuminate the conditions under which nutrition education programs will have maximum impact on knowledge. attitudes. and behavior. The first step in a future program of nutrition education research is to develop a generic theory as to how nutrition education programs should be designed and implemented. An example of such a theory is discussed in Chapter 1. It provides a general conceptualization of short-term and long-term goals of nutrition education and instructional strategies needed to operationalize variables most likely to impact knowledge. attitudes. and behavior. The second step is to validate the theory through a series of experimental studies in field settings. The third step is to specifically design nutrition education programs to operationalize the variables that
S24 JOURNAL OF NUTRITION EDUCATION
the research has shown to have the greatest potential for maximizing the effectiveness of nutrition education programs. Finally. the fourth step is to conduct largerscale field evaluations of the nutrition education programs to verify that in actuality the programs built on the validated theory do work. More studies to determine in general whether nutrition education has an effect are not needed. That question has been answered in the existing literature as documented in these meta-analyses of that literature. What is needed is a systematic program of highquality research to validate a theoretical model that can be operationalized into actual nutrition education programs. In this way the potential for nutrition education to develop conceptual frameworks for knowledge. enduring positive attitudes and nutritious food choice behaviors has the potential for being even more effectively achieved in the future.
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APPENDIX A Articles Included in the Meta-Analysis Adamec, C. (1972). Survey of nutrition knowledge as a part of nutrition education. Journal of Nutrition Education, 4, 108-110. Alford, B., & Tibbets, M. (1971). Education increases consumption of vegetables by children. Journal of Nutrition Education, 3(1), 12-14. Alley, R., Narduzzi, J., Robbins, T., Weir, T., Sabeh, G., & Danowski, T. (1968). Measuring success in the reduction of obesity in childhood. Clinical Pediatrics, 7(2),112-118. Amstutz, M., & Dixon, D. (1981). The impact of the expanded food and nutrition education program on the diets of enrolled homemakers. College Park: University of Maryland, Cooperative Extension Service. Anderson, J. (1983). EFNEP evaluation in Colorado. Report to the Department of Food Science and Nutrition. Fort Collins: Colorado State University. Anderson, J., & Brown, G. (1983). The Healthy Heart Program at Colorado State University: A nutrition education program for change. Fort Collins: Colorado State University. Argeanas, S., Harrill, I. (1979). Nutrient intake of lactating women participating in the Colorado WIC program. Nutrition Reports Internationat 20(6), 805-810. Axelson, J., & DelCampo, D. (1978). Improving the teenagers' nutrition knowledge through the mass media. Journal of Nutrition Education, 10, 30-33. Bailey, L., O'Farrell-Ray, B., Mahan, c., & Dimperio, D. (1983). Vitamin B6, iron and folacin status of pregnant women. Nutrition Research, 3, 783-793. Baker, M. (1972). Influence of nutrition education on fourth and fifth graders. Journal of Nutrition Education, 4, 55-58. Baltimore, B. (1960). A school-wide experiment in nutrition education. Journal of the American Dietetic Association, 37,44-47. Banta, T., Cunningham, J., & Jozwiak, W. (1982). Evaluation of the implementation grant project of Tennessee's nutrition education and training program. Knoxville: University of Tennessee, Bureau of Educational Research & Service. Bell, c., & Lamb, M. (1973). Nutrition education and dietary behavior of fifth graders. Journal of Nutrition Education, 3, 196-199. Bell, G. (1943). An exploration in evaluating instruction in the area of nutrition with a selected group of home economics students. Unpublished master's thesis, University of Tennessee, Knoxville. Benson, M. (1943). An experimental study to determine the effectiveness of nutrition education in changing the food habits of rural children. Unpublished master's thesis, University of Minnesota, Minneapolis. Benson, M. (1944). A study of methods of changing food habits of rural children in Dakota County, Minnesota. Nutrition Education Series, Pamphlet No.5, 1-19. Beougher, J. (1979). The cognitive effects of a health education program on nutrition for selected primary grades. Unpublished doctoral dissertation, Ohio State University, Columbus. Blakeway, S. (1977). Journey through foodfand: One district's nutrition project. School Foodservice Journal, 31(7), 110-113. Blakeway, S., & Knickrehm, M. (1978). Nutrition education in the Little Rock school lunch program. Journal of the American Dietetic Association, 72, 389-391. Boone, E., & White, E. (1976). The effect of extension services youth nutrition lesson series on behavioral change S28 JOURNAL OF NUTRITION EDUCATION
in EFNEP youth, utilizing different education environments and teachers. Published by North Carolina Agricultural
Extension Service. Botvin, G., Cantlon, A., Carter, B., & Williams, C. (1979). Reducing adolescent obesity through a school health program. The Journal of Pediatrics, 95(6), 1060-1062. Bovee, D., & Downes, J. (1941). The influences of nutrition education in families of the Mulberry area in New York City. - the Milbank Memorial Fund- Quarterly, 19, 121-146. Bowering, J., Morrison, M., Lowenberg, R., & Tirado, N. (1976). Role of EFNEP aids in improving diets of pregnant women. Journal of Nutrition Education, 8(3),111-117. Bowering, J., Morrison, M., Lowenberg, R., & Tirado, N. (1977). Evaluating 24-hour dietary recalls. Journal of Nutrition Education, 9(1), 20-25. Bowser, L., Trulson, M., Bowling, R., & Stare, F. (1953). Methods of reducing. Journal of the American Dietetic Association. 53, 1193-1196. Boysen, S., & Ahrens, R. (1972). Nutrition instruction and lunch. surveys with second graders. Journal of Nutrition Education, 4(4), 172-175. Brent, C. (1974). TV commercials can teach nutrition. Journal of Home Economics, March, 21-23. Brown, A., & Pestle, R. (1981). Dietary intake and food behavior practices: Long-term effects of the Georgia expanded food and nutrition program. Home Economics Research Journal, 10(1), 62-68. Brown, G., Wyse, B., & Hansen, R. (1979). A nutrient densitynutrition education program for elementary schools. Journal of Nutrition Education, 11, 31-36. Brown, L. (1982). A comparison of two nutrition education curricula for seventh grade health students. Ph.D. disserta. tion, Brigham Young University, Provo. Brownell, K., & Kaye, F. (1982). A school-based behavior modication, nutrition education, and physical activity program for obese children. The American Journal of Clinical Nutrition, 35, 277-283. Brun, J. (1980). Food . .. Early Choices: A nutrition learning system for early childhood. Summative Evaluation, National Dairy Council, Rosemont, IL. Buford, L. (1975). Classes for mentally handicapped children. American Journal of Nursing, 75(11), 1994-1995. Burks, A., Olsen, L., & Redican, K. (1982). Analysis of the long range effects of the school health curriculum project: Grade 5. Health Values: Achieving High Level WeI/ness, 6(4), 26-32. Byrd-Bredbenner, C. (1980). The interrelationships of nutrition knowledge, attitudes toward nutrition, dietary behavior, and commitment to the concern for nutrition.
Ph.D. dissertation, Pennsylvania State University, University Park. Byrd-Bredbenner, c., O'Connell, L., & Shannon, B. (1982). Junior high home economics curriculum: Its effects on student's knowledge, attitude, and behavior. Home Economics Research Journal, 11(2),123-133. Byrne, J. (1980). Assessment of a cardiovascular education program. M.S. thesis, Pennsylvania State University, University Park. Capps, E. (1967). Some factors influencing food patterns of young college women. Ph.D. dissertation. Texas Woman's University, Denton. Cerqueira, M., Cassanueva, E., Ferrer, A., Fontanot, G., VOLUME 17 NUMBER 2 SUPPLEMENT
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Chavez, A., & Flores, R. (1979). A comparison of mass media techniques and a direct method for nutrition education in rural Mexico. journal of Nutrition Education, 11(2),133-137. Chapman,S., & Jeffrey, D. (1978). Situational management, standard setting and self-reward in a behavior modification weignt loss program. journal of Consulting and Clinical Psychology, 46(6), 1588-1589. Chase, H., larson, l., Massoth, D., Martin, D., & Niernberg, M. (1973). Effectiveness of nutrition aids in a migrant population. The American journal of Clinical Nutrition, 26, 849-857. Chicago Heart Association (1984). The Body Power Program: Foodwise Teacher's guide. Chicago, Il. Christakis, G., Sajecki, 5., Hillman, R., Miller, E., Blumenthal, 5., & Archer, M. (1966). Effects of a combined nutrition education and physical fitness program on the weight status of obese high school boys. Federal Proceedings, 25, 15-19. Clancy-Hepburn, K., Hickey, A., & Nevill, G. (1974). Children's behavior responses to TV food advertisements. journal of Nutrition Education, 6(3), 93-96. Cline, B. (1947). The development of units for teaching nutrition in the elementary grades. Unpublished master's thesis, Texas Technological College, lubbock. Coates, T., Jeffery, R., & Slinkard, l. (1981). Heart-healthy eating and exercise: Introducing and maintaining changes in health behaviors. American journal of Public Health, 71(1), 15-23. Coates, T., & Thoresen, C. (1981). Treating obesity in children and adolescents: Is there any hope? The Comprehensive Handbook of Behavioral Medicine, 2, 120-122 Cooke, T. (1977). Mass media and marketing approach to nutrition education. In Teaching nutrition in developing countries or The joys of eating dark green leaves. The Meals for Millions Foundation, Santa Monica, California, 75-86. Cosper,B., Hayslip, D., & Foree, S. (1977). The effect of nutrition education on dietary habits of fifth-graders. journal of School Health, 47, 475-477. Daelhousen, B., & Guthrie, H. (1982). A self-instruction nutrition program for pregnant women. journal of the American Dietetic Association, 81, 407-412. Dairy Council of California (1970). An analysis of the effect of the Dairy Council of California Education Program at the second grade level within selected school districts in the Los Angeles-Orange County Area. Sacramento: A Dairy Council of California Action Study. Dairy Council of Central States, Incorporated (1983). A threeweek nutrition education project: Is it effective? Ralston, Nebraska. Davis, D., & Rogers, T. (1982). Point-of-choice nutrition information for the modification of milk selection. journal of American College of Health, 30, 275-278. Desmond, A., & Baumgartner, l. (1944). Health education in nutrition: Adapting business promotion techniques to public health education. American journal of Public Health, 34, 967-973. Devadas, R., Sundari, K., Jayalakshmi, V., Mathews, l., Begum, R., Punithavathi, V., Usha, M., & Chandrasekhar, U. (1969). Impact of a nutrition education program conducted on the basis of findings of a diet and food consumption survey in a small village community in South India. journal of Nutrition and Dietetics, 6, 115-121. Dodds, J. (1978). Effect on food consumption of a nutrition message delivered by two methods. Columbia University, Teachers College, New York City. Domke, J., lando, H., & Robinson, D. (1981). A behavioral VOLUME 17 NUMBER 2 SUPPLEMENT
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Whitehead, F. (1952b). Studies in nutrition education. Journal of the American Dietetic Association, 28, 622-627. Whitehead, F. (1960). How nutrition education can affect adolescents' food choices. Journal of the American Dietetic Association, 37, 348-356. Willerman, B. (1943). Group decision and request as means of changing food habits. A preliminary study directed by Kurt Lewin, Child Welfare Research Station, State University of Iowa, Iowa City. Williams, L. (1970). A study of the expanded nutrition education program in three northeast Louisiana parishes,
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APPENDIX B Articles Read Which Contained No Applicable Data Abel, M. (1954). Teaching nutrition in the melting pot of the Pacific. Journal of the American Dietetic Association, 30, 148-154. Adelson, S. (1968). Changes in diets of households 1955 to 1965: Implications for nutrition education today. Journal of Home Economics, 60(6), 448-455. Alexander, ). (1981). What can nutrition educators learn from communication theories? Journal of Nutrition Education, 13(1), S27-S28. Aragona, ). Cassady, )., & Drabman, R. (1975). Treating overweight children through parental training and contingency contracting. Journal of Applied Behavior Analysis, 8(3), 269-278. Archibald, ). (1950). Some comments on nutrition education. Canadian Journal of Public Health. 41, 193-195. Asher, W. (Ed.) (1974). Treating the Obese. New York: MEDCOM PRESS. Asp, E. (1973). Analysis of food decision-making strategies used for solving a computer based menu planning problem. Unpublished doctoral dissertation, University of Minnesota, Minneapolis. Asp, E., & Gordon, J. (1981). Development of a computerassisted program for undergraduate instruction. Journal of Nutrition Education, 13(1), S91-S95. . Axelson, M., Federline, T., & Brinberg, D. (1984). Food and nutrition-related knowledge, attitudes, and behavior-a meta-analysis. Unpublished manuscript. Babcock, C. (1961). Attitudes and the use of food. Journal of the American Dietetic Association, 38, 546-551. Babicka, M. (1943). The current food situation inside Poland. Journal of the American Dietetic Association, 19, 261-264. Baily, l., Mahan, c., & Dimperio, D. (1980). Folacin and iron status in low-income pregnant adolescents and mature women. The American Journal of Clinical Nutrition, 33, 1997-2001. Baltimore, B. (1960). A school-wide experiment in nutrition education. Journal of the American Dietetic Association, 37,44-47. Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191-215. Barney, H. (1970). The use of nutrition and home economics aides. Journal of Home Economics, 62(2), 114-119. Barrick, M. (1947). Evaluation of three types of audio-visual material for teaching nutrition. Unpublished master's thesis, Iowa. State University, Ames. Bavly, S. (1966). Changes in food habits in Israel. Journal of the American Dietetic Association, 48, 488-495. Baxter-Slonim, A., Kolasa, K., Bass, M. (1981). The cultural appropriateness of the WIC program in Cherokee, North Carolina. Journal of the American Dietetic Association, 79, 164-168. Beck, K., & Frankel, A. (1978). A conceptualization of threat communications and preventive health behavior. Paper presented at the meeting of the American Psychological Association, Toronto, Canada. Becker, M., Maiman, l., Kirscht, J., Haefner, D., & Drachman, R. (1977). The health belief model and prediction of dietary compliance: A field experiment. Journal of Health and Social Behavior, 18, 348-366. Bell, D. (1981). Patient nutrition education follow-up in the hospital setting. Journal of the American Dietetic Association, 79, 309-310. Berg, N., Williams, S., & Sutherland, B. (1979). Behavior S36 JOURNAL OF NUTRITION EDUCATION
modification in a weight-control program. Family and Community Health, 1, 41-51. Bergevin, P. (1957). Telling vs. teaching-learning by participation. Journal of the American Dietetic Association, 33, 781-784. Berkenfield, J., & Schwartz, J. (1980). Nutrition intervention in the community-the "WIC" Program. New England Journal of Medicine, 302(10), 579-581. Beyer, N., & Morris, P. (1974). Food attitudes and snacking patterns of young children. Journal of Nutrition Education, 6(4), 131-133. Birch, l. (1979). Dimensions of preschool children's food preferences. Journal of Nutrition Education, 11(2),77-80. Birch, l. (1979). Preschool children's food preferences. Journal of Nutrition Education, 11(2), 77-80. Birch, l. (1980). Effects of peer models' food choices and eating behaviors on preschoolers' food preferences. Child Development, 51, 489-496. Birch, l. (1981). A call for the explicit recognition of affect in models of human eating behavior. Journal of Nutrition Education, 13(1),549-553. Birch, l. (1980). The relationships between children's food preferences and those of their parents. Journal of Nutrition Education, 12(1),14-18. Birch l., Zimmerman, S., & Hind, H. (1981). The influence of social-affective context on the formation of children's food preferences. Journal of Nutrition Education, 13(1), 5115-5118. Bissaillon, A. (1982). The nutritional cognizance, attitudes, and fluid milk consumption of Michigan State University students. Unpublished master's thesis, Michigan State University, East lansing. Blanchet, M. (1982). Is it possible to influence adolescent nutrition knowledge and food behaviour? Proceedings of International Symposium Adolescent Nutrition and Food Behavior. University of Prince Edward Island, Canada. Blouin, A. (1983). Diet and behavior in children: Methodological considerations. Topics in Early Childhood Special Education, July, 1-8. Bosley, B. (1947). A practical approach to nutrition education for children. Journal of the American Dietetic Association, 23, 304-309. Bosley, B., & Huenemann, R. (1968). Nutritional problems and educational programs in latin America: What can we learn from latin America? Journal of the American Dietetic Association, 53, 99-103. Bowering, J., lowenberg, R., Morrison, M., Parker,S., & Tirado, N. (1978). Infant feeding practices in East Harlem. Journal of the American Dietetic Association, 72(2), 148-155. Bowman, M., & Anderson, C. (1943). Nutrition education programs. The Annals of the American Academy of Political Science, 225, 150-157. Boykin, l. (1977). The impact of health education on nutritional risks of obesity and food life-style modification. Occupational Health Nursing, 25, 14-15. Bray, G. (1979). A look at diets and other treatments for obesity. Medical Times, 107(7),51-56. Briggs, G. (1969). The need for nutrition education. Journal of Nutrition Education, 1, 7-8. Brown, M. (1929). Teaching Health in Fargo. New York: The Commonwealth Fund Division of Publications. Brown, P., Bergan, J., & Murgo, C. (1979). Current trends in VOLUME 17 NUMBER 2 SUPPLEMENT
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food habits and dietary intakes of home economics students in three junior high schools in Rhode Island. Home Economic Research Journal, 7(5), 324-333. Brownell, K. (1980). Behavioral treatments for obesity. Ross Timesaver Dietetic Currents, 7(3), 13-18. Brownell, K., Heckerman, c., Westlake, R., Hayes, S. & Monti, P. (1978). The effect of couples training and partner co-operativeness in the behavioral treatment of obesity. Behavioural Research and Therapy, 16, 323-333. Brownell, K., & Stunkard, A. (1978). Behavioral treatment of obesity in children. American Journal of Disabled Children, 132, 403-411. Bruch, H. (1944). Dietary treatment of obesity in childhood. Journal of the American Dietetic Association, 20, 361-364.
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Grotkowski, M., & Sims, l. (1978). Nutritional knowledge, attitudes, and dietary practices of the elderly. Journal of the American Dietetic Association, 72, 499-506. Gussow, J., & Contento, I. (1984). Nutrition education in a changing world. World Review of Nutrition Dietetics, 44, 1-56. Guthrie, H. (1978). The role of nutrition education in dietary improvement. Food Technology, September, 89-90. Hall, J., & Holmberg, M. (1974). The effect of teacher behaviors and food serving arrangements on young children's eating in a day care center. Child Care Quarterly, 3(2), 97-108. Hampton, M., Shapiro, l., & Huenemann, R. (1961). Helping teen-age girls improve their diets-Report of a pilot study. Journal of Home Economics, 53(10), 835-838. Harper, l., & Sanders, K. (1975). The effect of adult's eating on young children's acceptance of unfamiliar foods. Journal of Experimental Child Psychology, 20, 206-214.
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Holmes, S. (1952). Nutrition programs in the South Pacific. Journal of Home Economics, 44(2), 127-128. Horton, M., Carter, c., & Dotson, R. (1973). Increase in
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