Textbooks offer instructors an opportunity to promote data visualization and statistical literacy throughout the sociology curriculum. In this study, we examined 463 data visualizations from 27 textbooks for Introduction to Sociology, Social Problems, and intermediate elective courses to illuminate the range of data visualizations and their use of statistical data and numerical variables. We find that textbooks rely on a narrow range of data visualizations (e.g., bar/column charts and tables), statistical data (e.g., percentages), and numerical variables (e.g., age). Introduction to Sociology textbooks used more data visualizations, and Social Problems textbooks incorporated more types of statistics. In contrast, intermediate-level textbooks presented more measures of central tendency. Overall, our results suggest textbooks could better integrate a broader range of figures, statistical data, and numerical variables. We conclude with resources for integrating data visualization in instruction.
BeuvingJoostde VriesGeert. 2020. “Teaching Qualitative Research in Adverse Times.” Learning and Teaching13(1):42–66. doi:10.3167/latiss.2020.130104.
4.
BurdetteAmy M.McLoughlinKerry. 2010. “Using Census Data in the Classroom to Increase Quantitative Literacy and Promote Critical Sociological Thinking.” Teaching Sociology38(3):247–57. doi:10.1177/0092055X10370114.
CondronDennis J.BeckerJacob H.BzhetajLinda. 2018. “Sources of Students’ Anxiety in a Multidisciplinary Social Statistics Course.” Teaching Sociology46(4):346–55. doi:10.1177/0092055X18780501.
7.
DeCesareMichael. 2007 “‘Statistics Anxiety’ among Sociology Majors: A First Diagnosis and Some Treatment Options.” Teaching Sociology35(4):360–67.
8.
D’IgnazioCatherine. 2019. “Data Visualization.” Pp. 1-10 in The International Encyclopedia of Media Literacy, edited by HobbsR.MihailidisP.John Wiley & Sons, Inc.
FrielSusan N.CurcioFrances R.BrightGeorge W.2001. “Making Sense of Graphs: Critical Factors Influencing Comprehension.” Journal for Research in Mathematics Education32(2):124–58.
13.
GrayJonathanGerlitzCarolinBounegruLiliana. 2018. “Data Infrastructure Literacy.” Big Data and Society5(2). doi:10.1177/2053951718786316.
14.
HallElaine J.2000. “Packaging Poverty as an Intersection of Class, Race, and Gender in Introductory Textbooks, 1982 to 1994.” Teaching Sociology28(4):299–315.
15.
KunickiZachary J.ZamborttaNicholas S.TateMarie C.SurruscoAngela R.RisiMegan M.HarlowLisa L.2019. “Keep Your Stats in the Cloud! Evaluating the Use of Google Sheets to Teach Quantitative Methods.” Journal of Statistics Education27(3):188–97. doi:10.1080/10691898.2019.1665485.
16.
LinnemanThomas J.2021. “From Measures of Association to Multilevel Models: Sociology Journals and the Quantitative Literacy Gap.” Teaching Sociology49(1):45–57. doi:10.1177/0092055X20980427.
17.
LiuLu. 2021. “Assessing Statistics Anxiety in an Online or Hybrid Setting: The Adaption and Development of a New Instrument SASOH.” Statistics Education Research Journal20(1):2. doi:10.52041/serj.v20i1.96.
18.
LovekampWilliam E.SoboroffShane D.GillespieMichael D.2017. “Engaging Students in Survey Research Projects across Research Methods and Statistics Courses.” Teaching Sociology45(1):65–72. doi:10.1177/0092055X16673136.
19.
MalteseAdam V.HarshJoseph A.SvetinaDubravka. 2015. “Data Visualization Literacy: Investigating Data Interpretation along the Novice-Expert Continuum.” Journal of College Science Teaching44(1):84–90. doi:10.2307/j.ctvzgb8c7.19.
20.
MarkhamWilliam T.1991. “Research Methods in the Introductory Course: To Be or Not to Be?” Teaching Sociology19(4):464–71.
21.
Medley-RathStephanie. 2014. “Interpret a Table.” TRAILS: Teaching Resources and Innovations Library for Sociology. Washington, DC: American Sociological Association.
22.
Medley-RathStephanie. 2022. “How Do Sociologists Know What They Know? An Examination of Sociology Textbooks for Evidence of Sociological and Scientific Thinking.” Socius8. doi:10.1177/23780231221138728.
23.
Medley-RathStephanie. 2023. “Designing Core Major Courses: Methods.” Pp. 72–84 in Handbook on Teaching and Learning in Sociology, edited by CabreraS. A.SweetS.Cheltenham, UK: Edward Elgar Publishing.
24.
Mistima MaatSitiMohdNorhattaAhmadChe Nidzam ChePutehMarzita. 2022. “Statistical Anxiety and Achievement among University Students.” TEM Journal11(1):420–26. doi:10.18421/TEM111-53.
25.
MurtonenMari. 2015. “University Students’ Understanding of the Concepts Empirical, Theoretical, Qualitative and Quantitative Research.” Teaching in Higher Education20(7):684–98. doi:10.1080/13562517.2015.1072152.
NindMelanieKilburnDanielLuffRebekah. 2015. “The Teaching and Learning of Social Research Methods: Developments in Pedagogical Knowledge.” International Journal of Social Research Methodology18(5):455–61. doi:10.1080/13645579.2015.1062631.
28.
PikeDiane L.CiabattariTeresaMessineoMelindaMonsonRenee A.SalamRifat A.WagenaarTheodore C.ChinJeffrey, et al. 2017. The Sociology Major in the Changing Landscape of Higher Education: Curriculum, Careers, and Online Learning. Washington, DC: American Sociological Association.
29.
PlochDonald R.HastingsDonald W.1992. “Cohort Surfaces: A Graphic Approach to Teaching Social Stability and Change.” Teaching Sociology20(3):192–200.
30.
SchuttRussell K.BlalockHubert M.Jr.WagenaarTheodore C.1984. “Goals and Means for Research Methods Courses.” Teaching Sociology11(3):235–58.
31.
SeguinCharlesNierobiszAnnetteKozlowskiKaren Phelan. 2017. “Seeing Race: Teaching Residential Segregation with the Racial Dot Map.” Teaching Sociology45(2):142–51. doi:10.1177/0092055X16682303.
32.
SenterMary S.Spalter-RothRobertaVan VoorenNicole. 2015. Jobs, Careers and Sociological Skills: The Early Employment Experiences of 2012 Sociology Majors. Washington, DC: American Sociological Association.
33.
ShreinerTamara L.2017. “Data Literacy for Social Studies: Examining the Role of Data Visualizations in K–12 Textbooks.” Theory and Research in Social Education46(2):194–231. doi:10.1080/00933104.2017.1400483.
34.
SmallMario Luis. 2018. “Rhetoric and Evidence in a Polarized Society.” Lecture presented at the Coming to Terms with a Polarized Society Lecture Series, ISERP, Columbia University, New York City, March 1.
35.
WilderEsther Isabelle. 2010. “A Qualitative Assessment of Efforts to Integrate Data Analysis throughout the Sociology Curriculum: Feedback from Students, Faculty, and Alumni.” Teaching Sociology38(3):226–46. doi:10.1177/0092055X10370118.
