Sampling television programs for content analysis of sex on TV: how many episodes are enough?Researchers regularly conduct studies of sexual content on television using content analysis methods. Content analyses of television programs typically are conducted to examine what sexual messages people are exposed to (e.g., Kunkel Kunkel may refer to: People Surnames
Analyses of television's messages about sexuality often are driven by the assumption that television acts as a kind of "super peer" as youth acquire knowledge, information, and beliefs about who is sexual, when it is appropriate to behave sexually, and the risks and responsibilities of becoming sexually active. These assumptions are likely justified. In 2000, the Kaiser Family Foundation The Henry J. Kaiser Family Foundation (KFF), or just Kaiser Family Foundation, is a U.S.-based non-profit, private operating foundation headquartered in Menlo Park, California. reported that, among 1,510 12- to 18-year-olds, 23% reported television and movies as providing "a lot" of information about pregnancy and birth control (in Strasburger The name Strasburger could mean:
1 City (1990 pop. 37,446), seat of Jackson co., S Mich., on the Grand River; inc. 1857. It is an industrial and commercial center in a farm region. , 2006; Collins et al., 2004). Television content may be considered, and analyzed an·a·lyze tr.v. an·a·lyzed, an·a·lyz·ing, an·a·lyz·es 1. To examine methodically by separating into parts and studying their interrelations. 2. Chemistry To make a chemical analysis of. 3. , many ways, depending on the theoretical framework underlying the questions. For example, researchers working from Social Learning Theory (Bandura ban`dur´a n. 1. A traditional Ukrainian stringed musical instrument shaped like a lute, having many strings. , 1977) would argue that it is most important to examine the characters with which adolescent ad·o·les·cent adj. Of, relating to, or undergoing adolescence. n. A young person who has undergone puberty but who has not reached full maturity; a teenager. audiences identify, as studies have shown that viewers are more likely to imitate im·i·tate tr.v. im·i·tat·ed, im·i·tat·ing, im·i·tates 1. To use or follow as a model. 2. a. a character's behavior if they identify with that character. In this case, a character-based analysis--one that tracks one or more focal teen characters' relationships and sexual behaviors--is appropriate. In addition (or alternatively), one may work from a theoretical perspective that suggests that the prevalence of behaviors and the consequences of those behaviors are important to assess for their potential impact on teen sexuality. A theory such as the Theory of Reasoned Action The theory of reasoned action (TRA), developed by Martin Fishbein and Icek Ajzen (1975, 1980), derived from previous research that started out as the theory of attitude, which led to the study of attitude and behavior. (Fishbein & Ajzen, 1975) would privilege behavior-level variables as appropriate elements of the program to study. A key challenge facing researchers interested in the landscape of television programming today is the plethora plethora /pleth·o·ra/ (pleth´ah-rah) 1. an excess of blood. 2. by extension, a red florid complexion.pletho´ric pleth·o·ra n. 1. of programming available. To address this, researchers often focus on a subgroup sub·group n. 1. A distinct group within a group; a subdivision of a group. 2. A subordinate group. 3. Mathematics A group that is a subset of a group. tr.v. of programs to examine, for example, shows that are popular with a particular audience (e.g., Byrd-Bredbenner, Finckenor, & Grasso Gras·so , Ella Tambussi 1919-1981. American public official. As governor of Connecticut (1975-1981), she was the first woman elected to an American state governorship in her own right. , 2003; Franzini, 2003) or that represent a particular genre, such as soap operas This is a list of Soap operas by country of origin. Argentina
Yet even when researchers have selected a particular show or set of shows to include in their analysis, it often is impractical im·prac·ti·cal adj. 1. Unwise to implement or maintain in practice: Refloating the sunken ship proved impractical because of the great expense. 2. to content analyze every episode of a program or set of programs, especially for longitudinal studies longitudinal studies, n.pl the epidemiologic studies that record data from a respresentative sample at repeated intervals over an extended span of time rather than at a single or limited number over a short period. looking at several seasons of programming, or for studies examining a large sampling frame of program titles. For this reason, researchers generally select a sample of episodes to include in their analysis. In rare instances, researchers will focus on characters and their evolution over the course of a season, necessitating the need to examine each episode of the series (e.g., Franzini, 2003). Most studies focus on behaviors, or incidents of sex that occur in a program (e.g., Lampman et al., 2002). Ultimately, the focus of the analysis may influence the type of sampling necessary. One could argue that the decisions researchers must make about their sampling may have consequences for findings. Pardun, L'engle, and Brown (2005) examined one episode each of 71 television shows in order to measure adolescent exposure to sexual content. Alternatively, Collins and colleagues (2004) analyzed 2-13 episodes each of 23 different programs and similarly attempted to connect exposure with sexual behavior. While Pardun and her colleagues found no link between exposure to television content and subsequent sexual behavior, Collins' team did find that heavy exposure predicted earlier sexual initiation. The striking difference in choices about how many episodes to analyze highlights the lack of clear direction in basic sampling procedures. In other words Adv. 1. in other words - otherwise stated; "in other words, we are broke" put differently , is one episode enough to capture sexual content? Are 13 episodes too many? Our review of the extant literature Extant literature refers to texts that have survived from the past to the present time. Extant literature can be divided into extant original manuscripts, copies of original manuscripts, quotations and paraphrases of passages of non-extant texts contained in other works, on television content analysis reveals that there is no "gold standard" or tested set of practices that has been established to guide researchers, ultimately leaving those who use content analysis research to try to draw conclusions from previously published studies concerning what constitutes an adequate sample size or the most efficacious ef·fi·ca·cious adj. Producing or capable of producing a desired effect. See Synonyms at effective. [From Latin effic sampling techniques. There is a variety of approaches one might take, but what information do researchers gain or lose by choosing one particular sampling strategy over another? And how do decisions about sampling ultimately shape findings concerning both messages in the media and media effects related to sexual behavior? Some progress has been made in answering this question with magazine and broadcast news content. Lacy, Rifle rifle: see small arms. rifle Firearm whose barrel is rifled (i.e., has spiral grooves cut inside it to give a spin to the projectile). Though usually applied to a weapon fired from the shoulder, the name can also refer to a rifled cannon. , and Randle (1998) were interested in the sample size needed for monthly consumer magazines. The study involved the analysis of five variables (including number of articles and number of ads) from 5 years of two magazines. After generating 50 different sets of eight random samples (from 6 to 22 issues), they compared the statistics from each sample with the population data collected from the analysis of all magazine issues. This number of random samples (50 per magazine) was chosen to allow for adequate comparison of means between the random and stratified samples Noun 1. stratified sample - the population is divided into strata and a random sample is taken from each stratum proportional sample, representative sample , based on the central limits theorem theorem, in mathematics and logic, statement in words or symbols that can be established by means of deductive logic; it differs from an axiom in that a proof is required for its acceptance. . The central limits theorem posits that "68% of sample means (on a particular variable) should fall within one standard error of the population; 95% should fall within two standard errors" (Lacy et al., 1998, p. 410). The authors concluded that the best way to sample would be to create a constructed year sample by randomly selecting an issue from each month, resulting in a total of 12 magazines to analyze. They argued that this was more efficient than taking a random sample of 20 magazines (20 being the minimum number of issues they determined were required to achieve accuracy based on the above criteria.) An earlier study used similar methods to examine the best sampling strategy for weekly news magazines, as opposed to monthly magazines (Rifle, Lacy, & Drager, 1996). The authors generated 50 simple random samples In statistics, a simple random sample is a group of subjects (a sample) chosen from a larger group (a population). Each subject from the population is chosen randomly and entirely by chance, such that each subject has the same probability of being chosen at any stage during the using a variety of sample sizes, ranging from six issues to 16 issues, of a year's worth of issues of Time (n = 52). They also generated a sample of 12 issues stratified stratified /strat·i·fied/ (strat´i-fid) formed or arranged in layers. strat·i·fied adj. Arranged in the form of layers or strata. by month. The authors concluded that when examining content from weekly magazines, the best strategy was to create a constructed year by selecting one issue from every month, for a total of 12 issues. Finally, another group of authors examined sampling of television broadcast news appearing on weekdays for a year (Rifle, Lacy, Nagovan, & Burkum, 1996). The authors compared eight different simple random samples (ranging from 5 to 40 weekdays), constructed weeks, and stratified monthly sampling. Using a method similar to the studies described above, they selected 40 samples for each sampling strategy, and they compared the results of the samples with the population data. They found that constructing a sample using monthly stratification stratification (Lat.,=made in layers), layered structure formed by the deposition of sedimentary rocks. Changes between strata are interpreted as the result of fluctuations in the intensity and persistence of the depositional agent, e.g. by randomly selecting 2 days from each month provided a sample most reflective Refers to light hitting an opaque surface such as a printed page or mirror and bouncing back. See reflective media and reflective LCD. of the universe. Although a majority of content analysis studies focus on analyzing sexual content from weekly television programs, we know of no study similar to the ones above that systematically has examined whether certain sampling methods are more efficient and effective than others. We argue that such a study is critical, as the results of a content analysis may be different depending on whether one examines the entire season of a program or a randomly selected episode or set of episodes. Understanding the most efficient way to analyze sexual content on television would provide a guide for future research. Research Questions This article incorporates data from two separate studies. Study 1 originally was conducted to explore the relationship between television characters' sexual activity and interpersonal in·ter·per·son·al adj. 1. Of or relating to the interactions between individuals: interpersonal skills. 2. success on programming most popular among adolescents. Data collected for Study 1 were used to address the questions of the best sampling strategy for examining character-based sexual content on television. Study 2 was designed as part of a larger study of sexual content to help test codebook codebook - data dictionary questions and to assess the results of different sampling strategies. Study 1 included 10 series examining character-level data, and Study 2 included a single series examining program-level data. These studies focused on different units of analysis (character vs. programs), and offer distinct perspectives for "best practices" in sampling programming to capture sexual content on television. Using data from these two data sets, we aim to answer three main research questions: * What is the minimum number of episodes one can randomly select from a season to ensure that the selected episode(s) are representative of sexual content from all episodes of an entire season when examining character-level measures? (Study 1) * What is the minimum number of episodes one can randomly select from a season to ensure that the selected episode(s) are representative of content from all episodes of an entire season when examining program-level measures? (Study 2) * Are there episodes during the season--specifically the premiere and/or and/or conj. Used to indicate that either or both of the items connected by it are involved. Usage Note: And/or is widely used in legal and business writing. finale For the music notation program, see . A finale (italian word) is a closing part, act or movement of a dramatic or musical composition, or more generally any event or procedure with a dramatically concluding effect. episodes--that are significantly different, in terms of sexual content, from other episodes aired throughout the season? (Studies 1 & 2) Method Study 1: Sampling for Character-Level Sexual Content Sample. This study examined all episodes (excluding reruns) of the entire 1998-1999 season of primetime, network shows most viewed by 12-17-year-old males and females (Johnson, 1998). (1) These two lists (male and female) provided a total of 13 fictional (i.e., dramatic or comedic) shows, although 3 of the programs were dropped by the networks prior to the start of the study in the 1998 1999 season, resulting in a total of 10 shows: Beverly Hills Beverly Hills, city (1990 pop. 31,971), Los Angeles co., S Calif., completely surrounded by the city of Los Angeles; inc. 1914. The largely residential city is home to many motion-picture and television personalities. , 90210; Boy Meets World," Dawson's Creek Dawson's Creek is an American primetime television drama which aired from January 20, 1998, to May 14, 2003, on The WB Television Network. The lead production company was Sony Pictures Television. ," ER; Friends; Home Improvement; King of the Hill," Party of Five; Sabrina Sabrina: see Severn, river, England. , the Teenage Witch; and The Simpsons. (See the Appendix for program information, including networks, viewing times, and number of episodes.) Unit of analysis. The unit of analysis for Study 1 was the individual character. More specifically, the study analyzed all plot-functional characters who were adolescents or older. A plot-functional character is defined as a character who plays an integral role in the narrative of the show. The character was chosen as the unit of analysis because the original focus of the study was to understand the relationship between the characters' sexual activity and their longer-term (over the course of the season) interpersonal success (happiness and success in their personal and professional lives). Coding instrument. The coding instrument individually coded each character in each episode where that character appeared. Content-analytic variables were organized around three categories: (1) programming, (2) demography demography (dĭmŏg`rəfē), science of human population. Demography represents a fundamental approach to the understanding of human society. , and (3) sexual behavior. The coding instrument is available upon request. Programming variables included the program title, the episode number, the network on which the program aired, the program type/genre (live-action sitcom, animated series, or drama), program length (half-hour or hour), and the day of the week and time of night the program originally aired. Demography variables measured characters' gender, race, age, social class, and sexual preference. Sexual behavior pertained to the nature of the portrayal of characters' physical intimacy “Caress” redirects here. For other uses, see Caress (disambiguation). Physical intimacy is informal proximity and/or touching. It can be enjoyed by itself and/or be an expression . This variable was coded using a three-part scale: no sex (no sexual behavior to a simple platonic "peck"), kissing/necking (a nonplatonic kiss through heavy petting), or sexual intercourse sexual intercourse or coitus or copulation Act in which the male reproductive organ enters the female reproductive tract (see reproductive system). (implied or actual sexual intercourse). It is important to note that since the unit of analysis was the character, a character's sexual intimacy This article or section may contain original research or unverified claims. Please help Wikipedia by adding references. See the for details. This article has been tagged since September 2007. would be counted only once during an episode. Therefore, if a character kissed his or her partner three times in one episode, it was only counted once. The highest "level" of sexual intimacy was coded (i.e., if a character kissed a partner and then went on to have sexual intercourse with him or her, then sexual intercourse was coded). (2) Administration. All 227 episodes of the 10 shows were videotaped. Content was coded by a primary coder. A second person coded 10% of the episodes to establish intercoder reliability, which was measured for each variable by both simple agreement and Cohen's kappa Cohen's kappa coefficient is a statistical measure of inter-rater reliability. It is generally thought to be a more robust measure than simple percent agreement calculation since κ takes into account the agreement occurring by chance. . The numbers ranged from 87% to 100% for simple agreement (average = 99%), and .71 to 1.0 for Cohen's kappa (average = .94), which accounts for agreement by chance. Only variables with a simple agreement of .8 or greater and a kappa Kappa Used in regression analysis, Kappa represents the ratio of the dollar price change in the price of an option to a 1% change in the expected price volatility. Notes: Remember, the price of the option increases simultaneously with the volatility. of .70 or greater were included in this study. (3) Study 2: Sampling for Program-Level Sexual Content Sample. Episodes of the same season of Friends, which aired from 1998 to 1999, were examined for Study 2. There were a total of 23 episodes. While the coding instrument used in Study 1 was designed to examine character-level variables, Study 2 utilized a coding instrument designed to examine program-level behaviors. Unit of analysis. The unit of analysis for Study 2 was the entire television program. Coding instrument. Two researchers were trained to code episodes for types of sexual talk and behaviors that occurred in the episodes. Variables were coded dichotomously di·chot·o·mous adj. 1. Divided or dividing into two parts or classifications. 2. Characterized by dichotomy. di·chot (present, not present). The coding instrument is available upon request. Administration. Both coders coded all episodes. The reliability assessment of the variables used in the analyses ranged from 83% to 100% (average = 86%) for simple agreement and .72 to .83 for Cohen's Kappa (average = .80).4 As with Study 1, only variables with a simple agreement of .8 or higher and a kappa of .70 or higher were included in this study. Sexual behaviors variables included passionate kissing, nudity/partial nudity Nudity Adam and Eve unashamed in Eden without clothes. [O.T.: Genesis 2:25] Agnes, St. hair grew to cover her nakedness. [Christian Hagiog.: Daniel, 21] burlesque show stage entertainment to which was added striptease dancing. , and sexual intercourse interrupted in·ter·rupt v. in·ter·rupt·ed, in·ter·rupt·ing, in·ter·rupts v.tr. 1. To break the continuity or uniformity of: Rain interrupted our baseball game. 2. . Sexual talk included talk about sexual actions/hooking up, making plans to have sex at a later time, and expert advice about sex/sexual health. These variables represent a range of low to high frequencies across all 23 episodes. This ensured that findings were not specific to variables depending on frequency. Sampling strategies might produce different results if a behavior appeared in all episodes compared with a behavior that occurred in only one program from the season. Analytic an·a·lyt·ic or an·a·lyt·i·cal adj. 1. Of or relating to analysis or analytics. 2. Expert in or using analysis, especially one who thinks in a logical manner. 3. Psychoanalytic. Techniques In order to assess various sampling strategies, different samples were drawn from the entire selection of all episodes. The sampling strategies were as follows: (1) premiere episode; (2) finale episode; (3) sweeps episodes (episodes aired during November, February, and May, which are considered "sweeps" months; Walker & Ferguson, 1998); (4) fifth episode; (5) 1 randomly selected episode," (6) 3 randomly selected episodes; (7) 5 randomly selected episodes," (8) 7 randomly selected episodes; and (9) all episodes (which ranged from 20 to 26, depending on the number of episodes per program). With respect to randomly selected episodes, 7 was the maximum number we examined, which represents about one third of the episodes that typically appear during a television season. Random selection of episodes was conducted differently for Study 1 and Study 2. For Study 1, which analyzed 10 programs, 50 random samples were drawn for each of the random sample types (listed above), for all shows combined and for each specific show. For Study 2, which examined a single series (Friends), 50 random samples were drawn for each of the random sample sampling strategies (1, 3, 5, and 7 randomly selected episodes). Then, the average of the resulting variable percentages, standard deviation In statistics, the average amount a number varies from the average number in a series of numbers. (statistics) standard deviation - (SD) A measure of the range of values in a set of numbers. , and confidence interval confidence interval, n a statistical device used to determine the range within which an acceptable datum would fall. Confidence intervals are usually expressed in percentages, typically 95% or 99%. were calculated for each random sample type using all 50 samples drawn. This procedure is similar to that used by Stephen Lacy, Daniel Rifle, and colleagues as described in the beginning of this article (Lacy et al., 1998; Rifle, Lacy, & Dranger, 1996). The SAMPLE command in STATA Stata (Statistics/Data Analysis) is a statistical program created in 1985 by Statacorp that is used by many businesses and academic institutions around the world. Most of its users work in research, especially in the fields of economics, sociology, political science, and 8 (StataCorp, 2004) was used to randomly select episodes. Data were analyzed using Microsoft Excel (tool) Microsoft Excel - A spreadsheet program from Microsoft, part of their Microsoft Office suite of productivity tools for Microsoft Windows and Macintosh. Excel is probably the most widely used spreadsheet in the world. Latest version: Excel 97, as of 1997-01-14. , SPSS A statistical package from SPSS, Inc., Chicago (www.spss.com) that runs on PCs, most mainframes and minis and is used extensively in marketing research. It provides over 50 statistical processes, including regression analysis, correlation and analysis of variance. Statistical Program for Windows (SPSS, 2002), and STATA 8 (StataCorp, 2004). SPSS and STATA were used to produce frequencies, cross tabulations A cross tabulation (often abbreviated as cross tab) displays the joint distribution of two or more variables. They are usually presented as a contingency table in a matrix format. , and chi-square chi-square (ki´skwar) see under distribution and test. chi-square n. analyses. Findings As seen in Table 1, for the first study looking at character-level variables, there was no statistically significant difference found between the type of sample drawn and the key sexual content variable, sexual intimacy. The percentage of characters having no sex ranges from 85% (premiere episode) to 90% (5 random episodes), while the percentage of characters kissing/ necking (more than platonic kissing through necking) ranges from 5% (premiere episode) to 12% (1 random episode). The percentage of characters having sexual intercourse ranges from 0% (fifth episode) to 10% (premiere episode). None of these differences, however, was statistically significant. In addition, there was no major difference when looking at just the premiere or just the finale episodes. Table 1 illustrates that when examining character-level content related to sexual intimacy for all 10 shows, the sampling strategies do not yield significantly different findings for sexual content. To determine if the sampling method might bias the results from one particular show, however, we also examined each individual show. These analyses indicate that the sampling method produced significantly different findings for only two shows, Friends and Party of Five. This finding appears to be due to a higher amount of sexual content during the premiere episode (Friends." 33.3% in premiere vs. 9.1% for all episodes; Party of Five: 36.4% in premiere vs. 5.4% for all episodes). Of the entire sample, these two shows accounted for 28% of the sexual intercourse appearances, and 15% of the kissing/necking. Given the higher frequency of sexual intercourse for the characters on these two programs, the 7 random episodes sample provided a better estimate for the sexual content, as that sampling strategy most closely matched the sampling method that included all episodes of the program. The second study provided insight into whether there are differences in results from various sampling strategies when comparing findings from character-based sexual content measures, which look at whether the character engaged in a behavior during the show, with program-based measures (whether a behavior occurred at any point in the program). For instance, it could be that a main character in a television program is sexually active, so in every episode this character engages in a sexual act. Thus, for a character-based content analysis, the selection of episodes would not alter the findings. When looking at program-level variables, however, we can see that it is possible that one particular episode could have multiple incidents of sexual activity by the same character while other episodes do not. In this case, a fewer number of episodes may give an inaccurate view of the behavior portrayed por·tray tr.v. por·trayed, por·tray·ing, por·trays 1. To depict or represent pictorially; make a picture of. 2. To depict or describe in words. 3. To represent dramatically, as on the stage. across the entire season. Table 2 presents the results from the various sampling strategies used when examining sexual behaviors and talk appearing in the sitcom Friends. The percentages reflect the average of 50 sets of randomly selected episodes. When using a sample with only one episode, including the 1 random episode sample, for a dichotomous di·chot·o·mous adj. 1. Divided or dividing into two parts or classifications. 2. Characterized by dichotomy. di·chot (present/not present) variable, the results are either 100% or 0%. Thus, if nudity occurred in the one episode that was examined, the percentage would 100%. This is misleading, however, since it would seem to indicate that nudity was in every episode. Table 2 indicates that any of the samples using 1 episode led to an assessment that was not representative of sexual content appearing in the program as a whole, regardless of which episode is selected. These data suggest that a 3 random episode sample provides the best strategy to assess the overall content of an entire season of a show. When looking at the statistics for all 50 samples drawn, analysis showed that the average of all 50 samples for each variable fell within the confidence interval (2 standard errors above or below the mean). This was also true for the 5 random episodes and 7 random episodes samples, but it was not true for the 1 random episode sample, where one variable, sex planned but interrupted, did not fall within the confidence interval. Thus, the 3 random episodes sample was the sample with the lowest number of episodes that led to results representative of the entire season. Results for the 3 random episodes sample suggest that for one variable, nudity, the first sample drawn gives a much different percentage than the percentage from all episodes. Even with the 5 random episodes samples, however, when looking at individual samples drawn, there is a range of 0% to 60% for nudity and 0% to 80% for passionate kissing. The large range remains even when looking at 7 random episodes samples. For instance, there is a range of 0% to 43% for nudity and 14% to 71% for passionate kissing. As to be expected, when a variable appears very infrequently in·fre·quent adj. 1. Not occurring regularly; occasional or rare: an infrequent guest. 2. (close to 0% when examining all episodes) or very frequently (close to 100%), the ranges resulting from each individual sample are smaller and closer to population percentage. For a behavior such as passionate kissing, which varies more across episodes, the range of percentages resulting from each sample type also varies more, and can sometimes fall far from the population percentage. An additional finding of interest occurred in comparing sexual content from the character-based analysis to the program-based analysis in the program Friends, the program examined in both Study 1 and Study 2. When examining all episodes of Friends, we found that in the character-level analysis, 9% of characters had sexual intercourse, while in the program-level analysis, 22% of episodes had "implied sexual intercourse" in them (no depicted de·pict tr.v. de·pict·ed, de·pict·ing, de·picts 1. To represent in a picture or sculpture. 2. To represent in words; describe. See Synonyms at represent. sexual incidents occurred in any episode). Both methods of sampling found 0% for the final episode and the fifth episode. For the sweeps episodes, 2% of characters had implied sexual intercourse, while 10% of episodes had instances of implied sex. The largest difference occurred with the premiere episode. For that single episode, the character analysis determined that 33% of characters had sex, compared with 100% for the program-level analysis (meaning that implied sex occurred at least once on the program). These numbers suggest that very different findings can occur when doing a character-based vs. program-based analysis. Conclusions Study 1 results indicate some differences among the various sampling strategies when examining sexual content at the character level. One research question considered the minimum number of episodes needed for character-based measures of sexual content. This study found that of the sampling strategies used, seven random episodes is the strategy most appropriate for character-based measures of sexual content. It is likely that a greater number of episodes may be needed for programs with higher sexual content (Friends, Party of Five), while a fewer number of episodes may be required for programs with less sexual content. Qualifications aside, a sample of seven randomly selected episodes is adequate for character-based measures. Findings from the study of program-level measures (Study 2) suggest that a different sampling strategy should be used when examining sexual behavior at the program level. When research is conducted using a television program as the unit of analysis, an analysis of five randomly selected episodes presents a valid portrait of the overall season of programming. Prior studies have suggested that high levels of variation may require larger sample sizes (Lacy, Rifle, Stoddard, Martin, & Chang Chang (chăng) or Yangtze (yăng`sē`, yäng`dzŭ`), Mandarin Chang Jiang, longest river of China and of Asia, c.3,880 mi (6,245 km) long, rising in the Tibetan highlands, SW Qinghai prov. , 2001; Rifle et al., 1996). The data from this study, however, also suggest that randomly selecting just three episodes will provide a reasonable assessment of a series' content if researchers do not expect wide variation. Researchers have argued that the premiere episode is likely to differ from episodes airing throughout the rest of the season because the programs want to capture the interest of viewers so they will continue watching throughout the season (for instance, see sampling description in Lauzen & Dozier Dozier may be: People:
Although the random sample recommendations may be a valid method for providing a representative sample of the overall content of a program, one must have either a census from which to draw episodes or an advance calendar of the programming schedule. This is a challenge for television content analysis researchers, as the number of programs in a given season is variable, and air dates often are unpredictable. Taping all episodes of a program (or acquiring the season on DVD DVD: see digital versatile disc. DVD in full digital video disc or digital versatile disc Type of optical disc. The DVD represents the second generation of compact-disc (CD) technology. ) is ideal, although this can add significant time and expense to a research study. There are some important limitations of this study. All programs examined were programs that appeared once per week. Sampling strategies may differ for programs that are shown daily, such as talk shows, soap operas, or news (Rifle, Lacy, Nagovan, & Burkum, 1996). In addition, this particular study focused on sexual behaviors. Findings may be different for other behaviors or attributes that are examined by content analysis studies. Although we compared findings by counting character-based sex and sexual talk and behavior from one show during the same season, it may be that looking at other shows would lead to different results. Friends, a 30-minute comedy, may be different from other types of shows, such as cartoons Many of the cartoons used in this database were obtained from The Cartoon Bank, Dobbs Ferry, NY, which has a huge selection of cartoons on every subject (visit www.cartoonbank.com). or one-hour dramas. Also, the sample for Study 1 only included programs popular with adolescents. The findings may differ when analyzing sampling strategies or sexual content on programming popular among the greater population. Finally, although Friends was a prime-time mainstay for years and still airs in syndication See syndication format. , it is possible that today's programs have distinctly different sexual content patterns. Despite these limitations, this study offers an important first step in determining the most efficient and accurate methods for drawing a representative sample of episodes in television content analyses focusing on sexual content. The results of this study suggest that a random sample of 3 or 5 episodes from a season of television should provide a reasonable assessment of the overall sexual content of the program for program-based studies, while a random sample of 7 episodes is needed for character-based analyses. Future research should examine whether sampling strategies may differ for other sexual content, including gender roles and sexual messages (e.g, Ward, 1995), sex the workplace (e.g., Lampman et al., 2002), risk messages about sex (e.g., Kunkel et al., 2005), sexual consequences (e.g., Aubrey, 2004), safe sex (e.g., Lowry & Shidler, 1993), and sexual health and birth control (e.g., Lowry & Towles, 1989). Additional research also should explore how sampling strategies may be different for other health behaviors depicted on television, such as violence (e.g., Signorielli, 2003), injury (e.g., Winston, Woolf, Jordan, & Bhatia, 2000), obesity obesity, condition resulting from excessive storage of fat in the body. Obesity has been defined as a weight more than 20% above what is considered normal according to standard age, height, and weight tables, or by a complex formula known as the body mass index. (e.g., Greenberg, Eastin, Hofschire, Lachlan, & Brownell, 2003), nutrition (Tirodkar & Jain, 2003), and substance use (e.g., Mathios, Avery A·ver·y , Oswald 1877-1955. American bacteriologist noted for establishing (1944) that DNA is responsible for the transmission of heritable characteristics. , & Bisogni, 1998). Finally, examining other types of shows (for example, cartoons, non-teen-oriented television, talk shows) and comparing findings for character coding to incident or behavior coding for more than one show across an entire season also would provide useful information to researchers. Ultimately, of course, all researchers conduct content analyses with the goal of better understanding media impact on audiences. Refining refining, any of various processes for separating impurities from crude or semifinished materials. It includes the finer processes of metallurgy, the fractional distillation of petroleum into its commercial products, and the purifying of cane, beet, and maple sugar our research methods will bring us closer to that goal.
APPENDIX Television Shows in Study 1 Sample
#
Name of Show Network Day/Time Episodes
Beverly Hills, 90210 FOX Wednesday/ 8:00 p.m. 26
Boy Meets World ABC Friday/8:30 p.m. 20
Dawson's Creek WB Wednesday/8:00 p.m. 22
ER NBC Thursday/10:00 p.m. 22
Friends NBC Thursday/8:00 p.m. 23
Home Improvement ABC Tuesday/8:00 p.m. 23
King of the Hill FOX Tuesday/8:00 p.m. 24
Party of Five FOX Wednesday/9:00 p.m. 24
Sabrina, the Teenage Friday/8:00 p.m.
Witch ABC (switched to 9:00) 23
The Simpsons FOX Sunday/8:00 p.m. 20
References Aubrey, J. (2004). Sex and punishment: An examination of sexual consequences and the sexual double standard in teen programming. Sex Roles, 50, 505-514. Bandura, A. (1977). Social learning theory. Engelwood Cliffs, NJ: Prentice Hall Prentice Hall is a leading educational publisher. It is an imprint of Pearson Education, Inc., based in Upper Saddle River, New Jersey, USA. Prentice Hall publishes print and digital content for the 6-12 and higher education market. History In 1913, law professor Dr. . Brown, J. D., L'Engle, K. L., Pardun, C. J., Guo, G., Kenneavy, K., & Jackson, C. (2006). Sexy media matter: Exposure to sexual content in music, movies, television, and magazines predicts Black and White adolescents' sexual behavior. Pediatrics pediatrics (pēdēă`trĭks), branch of medicine dedicated to the attainment of the best physical, emotional, and social health for infants, children, and young people generally. , 117, 1018-1027. Byrd-Bredbenner, C., Finckenor, M., & Grasso, D. (2003). Health related content in prime-time television programming. Journal of Health Communication, 8, 329-341. Capella, J. N., Price V., & Nir, L. (2002). Argument repertoire Repertoire may mean Repertory but may also refer to:
Collins, R., Elliott, M., Berry Berry, former province, France Berry (bĕrē`), former province, central France. Bourges, the capital, and Châteauroux are the chief towns. , S., Kanouse, D., Kunkel, D., Hunter, S. B., & Miu, A. (2004). Watching sex on television predicts adolescent initiation of sexual behavior. Pediatrics, 114, 280-289. Fishbein, M. & Ajzen, I. (1975). Belief attitude, intention & behavior: An introduction to theory and research. Reading, MA: Addison-Wesley. Franzini, A. (2003, August). Sex on television programming popular among teens: Correlates and consequences. Unpublished doctoral dissertation dis·ser·ta·tion n. A lengthy, formal treatise, especially one written by a candidate for the doctoral degree at a university; a thesis. dissertation Noun 1. , Temple University, Philadelphia. Greenberg, B. S., Eastin, M., Hofschire, L., Lachlan, K., & Brownell, K. D. (2003). Portrayals of overweight Overweight Refers to an investment position that is larger than the generally accepted benchmark. Notes: For example, if a company normally holds a portfolio whose weighting of cash is 10%, and then increases cash holdings to 15%, the portfolio would have an overweight and obese o·bese adj. Extremely fat; very overweight. obese characterized by obesity. obese adjective Characterized by obesity, see there; excessively fat individuals on commercial television. American Journal of Public Health The American Journal of Public Health (AJPH) is a peer reviewed monthly journal of the American Public Health Association (APHA). The Journal also regularly publishes authoritative editorials and commentaries and serves as a forum for the analysis of health policy. , 93, 1342-1348. Heintz-Knowles, K. E. (1996). Sexual activity on daytime Daytime may refer to:
soap operas: A content analysis of five weeks of television programming. [on-line]. Available: http://www.kff.org/entmedia/1190-soap2rpt. cfm Johnson, T. (1998). The most powerful people in Hollywood. TV Guide, 46, 42-48. Kunkel, D., Eyal, K., Finnerty, K., Biely, E., & Donnerstein, E. (2005). Sex on TV 4: A biennial biennial, plant requiring two years to complete its life cycle, as distinguished from an annual or a perennial. In the first year a biennial usually produces a rosette of leaves (e.g., the cabbage) and a fleshy root, which acts as a food reserve over the winter. report to the kaiser family foundation. Menlo Park Menlo Park. 1 Residential city (1990 pop. 28,040), San Mateo co., W Calif.; inc. 1874. Electronic equipment and aerospace products are manufactured in the city. Menlo College and a Stanford Univ. research institute are there. 2 Uninc. , CA: The Kaiser Family Foundation. Lacy, S., Riffe, D., & Randle, Q. (1998). Sample size in multi-year content analyses of monthly consumer magazines. Journalism & Mass Communication Quarterly, 75, 408-417. Lacy, S., Riffe, D., Stoddard, S., Martin, H., & Chang, K. (2001). Sample size for newspaper content analysis in multi-year studies. Journalism & Mass Communication Quarterly, 78, 836-845. Lampman, C., Rolfe-Maloney, B., David, E., Yan, M., McDermott, N., Winters, S., et al. (2002). Messages about sex in the workplace: A content analysis of primetime television. Sexuality & Culture, 6, 3-21. Lauzen, M. & Dozier, D. (2002). You look mahvelous: An examination of gender and appearance comments in the 1999-2000 prime-time season. Sex Roles, 46, 429-37. Lombard, M., Snyder-Duch, J., & Bracken bracken or brake, common name for a tall fern (Pteridium aquilinum) with large triangular fronds, widespread throughout the world, often as a weed. , C. C. (2002). Content analysis in mass communication: Assessment and reporting of intercoder reliability. Human Communication Research, 28, 587-604. Lowry, D. T. & Shidler, J. (1993). Prime time TV portrayals of sex, "safe sex" and AIDS: A longitudinal lon·gi·tu·di·nal adj. Running in the direction of the long axis of the body or any of its parts. analysis. Journalism Quarterly, 70, 628-637. Lowry, D. T. & Towles, D. E. (1989). Prime time television portrayals of sex, contraception contraception: see birth control. contraception Birth control by prevention of conception or impregnation. The most common method is sterilization. The most effective temporary methods are nearly 99% effective if used consistently and correctly. , and venereal diseases venereal disease (vənēr`ēəl): see sexually transmitted disease. . Journalism Quarterly, 66, 347-352. Magzamen, S., Charlesworth, A., & Glantz, S. A. (2001). Print media coverage of California's smokefree bar law. Tobacco Control, 10, 154-160. Mathios, A., Avery, R., & Bisogni, C. (1998). Alcohol portrayal on prime-time television: Manifest manifest 1) adj., adv. completely obvious or evident. 2) n. a written list of goods in a shipment. MANIFEST, com. law. A written instrument containing a true account of the cargo of a ship or commercial vessel. 2. and latent Hidden; concealed; that which does not appear upon the face of an item. For example, a latent defect in the title to a parcel of real property is one that is not discoverable by an inspection of the title made with ordinary care. messages. Journal of Studies on Alcohol, 59, 305-310. Pardun, C. J., L'Engle, K. L., & Brown, J. D. (2005). Linking exposure to outcomes: Early adolescents' consumption of sexual content in six media. Mass Communication & Society, 8, 75-91. Riffe, D., Lacy, S., & Drager, M. W. (1996). Sample size in content analysis of weekly news magazines. Journalism & Mass Communication Quarterly, 73, 635-644. Riffe, D., Lacy, S., & Fico, F. G. (1998). Analyzing media messages. Using quantitative content analysis in research. Mahwah, NJ: Lawrence Erlbaum Associates. Riffe, D., Lacy, S., Nagovan, J., & Burkum, L. (1996). The effectiveness of simple and stratified random sampling in broadcast news content analysis. Journalism & Mass Communication Quarterly, 73, 158-168. Signorielli, N. (2003). Prime-time violence 1993-2001: Has the picture really changed? Journal of Broadcasting & Electronic Media, 47, 36-57. SPSS Inc. (2002). SPSS for Windows (Release 11.5.1.) [Computer Software] Chicago, IL: Author. StataCorp LP. (2004). Intercooled Stata 8.2 for Windows [Computer Software]. College Station, TX. Strasburger, V. & Wilson, B. (2002). Children, adolescents, & the media. Thousand Oaks Thousand Oaks, residential city (1990 pop. 104,352), Ventura co., S Calif., in a farm area; inc. 1964. Avocados, citrus, vegetables, strawberries, and nursery products are grown. , CA: Sage Publications This article or section needs sources or references that appear in reliable, third-party publications. Alone, primary sources and sources affiliated with the subject of this article are not sufficient for an accurate encyclopedia article. . Tirodkar, M. & Jain, A. (2003). Food messages on African-American television shows. American Journal of Public Health, 93, 439-441. Walker, J. & Ferguson, D. (1998). The broadcast television industry. Boston, MA: Allyn & Bacon. Ward, L. (1995). Talking about sex: Common themes about sexuality in the prime-time television programs children and adolescents view most. Journal of Youth and Adolescence adolescence, time of life from onset of puberty to full adulthood. The exact period of adolescence, which varies from person to person, falls approximately between the ages 12 and 20 and encompasses both physiological and psychological changes. , 24, 595-615. Winston, F. K., Woolf, K. D., Jordan, A., & Bhatia, E. (2000). Actions without consequences: Injury-related messages in children's programs. Archives of Pediatrics & Adolescent Medicine adolescent medicine n. The branch of medicine concerned with the treatment of youth between 13 and 21 years of age. Also called ephebiatrics, hebiatrics. , 154, 366-369. (1) Although the overall Nielsen rankings of television shows routinely are reported, specific audience demographics The attributes of people in a particular geographic area. Used for marketing purposes, population, ethnic origins, religion, spoken language, income and age range are examples of demographic data. typically are reserved for paying clients and, thus, not easily available for general academic research. In the September 26, 1998, issue of TV Guide, however, particular attention was focused on teenagers, and with that, listings of both the top 10 shows for 12-17-year-old females and males were published. (2) There were no instances of characters engaging in any level of sexual intimacy with more than one partner in an episode. (3) Although a coefficient coefficient /co·ef·fi·cient/ (ko?ah-fish´int) 1. an expression of the change or effect produced by variation in certain factors, or of the ratio between two different quantities. 2. of .8 or higher is the recommended standard in content analysis research (Lombard, Snyder-Duch, Bracken, 2002; Rifle, Lacy, & Fico, 1998), many researchers treat .7 as the practical standard, especially when simple agreement is high (i.e., Capella, Price, & Nir, 2002; Magzamen, Charlesworth, & Glantz, 2001). (4) The two coders compared responses after coding, and when different answers were marked, the coders came to agreement on what the "correct" answer should be. In cases where the coders could not come to agreement, a third person broke the tie. The data used for this analysis reflect the agreed-upon set of answers. Jennifer Manganello School of Public Health, University at Albany Amy Franzini Department of Communication Studies, Widener University Widener University is a private, coeducational university located in Chester, Pennsylvania. Its main campus sits on 108 acres (.44 km²), just 14 miles south of Philadelphia. Amy Jordan Annenberg Public Policy Center, University of Pennsylvania (body, education) University of Pennsylvania - The home of ENIAC and Machiavelli. http://upenn.edu/. Address: Philadelphia, PA, USA. Correspondence should be addressed to Dr. Jennifer Manganello, Department of Health Policy Management and Behavior, School of Public Health, University at Albany, One University Place, Rensselaer, NY 12144-3456. E-mail: jmanganello@albany.edu
Table 1. Study 1, Cross Tabulations of Sexual Intimacy by Sample Type
for Character-Level Analysis for Top 10 Teen-Oriented Programs
Kissing
No Sex /Necking
N % N %
Premiere 68 85 4 5
All episodes 1,431 86 135 8
[x.sup.2] = 3.782,
d .f. = 2, p = .151
Finale 72 87 7 8
All episodes 1,431 86 135 8
[x.sup.2] = .064, d.f.
= 2, p = .968
Sweeps 629 86 58 8
All episodes 1,431 86 135 8
[x.sup.2] = .219, d.f.
= 2, p = .896
5th episode 66 89 8 11
All episodes 1,431 86 135 8
[x.sup.2] = 4.691,
d.f. = 2, p = .096
1 Random 57 85 8 12
All episodes 1,431 86 135 8
[x.sup.2] = 31.850,
d.f. = 2, p = .396
3 Random 191 88 14 7
All episodes 1,431 86 135 8
[x.sup.2] = .801, d.f.
= 2, p = .670
5 Random 333 90 24 7
All episodes 1,431 86 135 8
[x.sup.2] = 4.407,
d.f. = 2, p = .110
7 Random 468 86 43 8
All episodes 1,431 86 135 8
[x.sup.2] = .185, d.f.
= 2, p = .912
Sexual
Intercourse Total
N % N %
Premiere 8 10 80 100
All episodes 90 5 1,656 99
[x.sup.2] = 3.782,
d .f. = 2, p = .151
Finale 4 5 83 100
All episodes 90 5 1,656 99
[x.sup.2] = .064, d.f.
= 2, p = .968
Sweeps 43 6 629 100
All episodes 90 5 1,656 99
[x.sup.2] = .219, d.f.
= 2, p = .896
5th episode 0 0 66 100
All episodes 90 5 1,656 99
[x.sup.2] = 4.691,
d.f. = 2, p = .096
1 Random 2 3 67 100
All episodes 90 5 1,656 99
[x.sup.2] = 31.850,
d.f. = 2, p = .396
3 Random 11 5 216 100
All episodes 90 5 1,656 99
[x.sup.2] = .801, d.f.
= 2, p = .670
5 Random 12 3 369 100
All episodes 90 5 1,656 99
[x.sup.2] = 4.407,
d.f. = 2, p = .110
7 Random 32 6 543 100
All episodes 90 5 1,656 99
[x.sup.2] = .185, d.f.
= 2, p = .912
Percentage of all episodes does not equal 100 due to rounding.
Table 2. Study 2, Percent of Each Variable Occurring in the Episode(s)
by Type of Sample Drawn from the 1997-1998 Season of Friends
Passionate Sex Planned Nudity/Partial
Kissing but Interrupted Nudity
% % %
Premiere 100 100 0
Finale 100 0 100
Sweeps (N,F,M) 30 0 20
5th Episode 100 100 0
1 Random * 36 8 22
3 Random * 32 19 14
5 Random * 35 15 18
7 Random * 38 19 20
All episodes 35 17 17
Talk about Making Plans Expert Advice
Sexual Activity to have Sex about Sex
% % %
Premiere 100 100 0
Finale 0 0 0
Sweeps (N,F,M) 60 20 0
5th Episode 0 0 100
1 Random * 62 12 6
3 Random * 63 13 11
5 Random * 64 20 9
7 Random * 65 21 11
All episodes 65 17 9
* This percentage represents the average of all 50 random samples drawn
for each sampling strategy.
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