Chapter 8 Exercises
Exercise 8.1 — Media Analysis: Beauty Standards Over Time
Type: Individual research and short written analysis Estimated time: 90–120 minutes Skill focus: Visual analysis, historical reasoning, cultural critique
Task
Select one of the following cultural artifacts and trace how it reflects or constructs physical attractiveness standards across at least three distinct time periods:
- Miss America or Miss Universe photographs (1950s, 1970s, 1990s, 2010s, present)
- The cover of a major magazine (Vogue, Ebony, GQ, Cosmopolitan) — same publication, four different decades
- Hollywood leading actors of each era (choose a gender and trace across decades)
- A TikTok "attractive" filter or aesthetic trend and its predecessor trends from the 1990s or early 2000s
Instructions
- Collect at least 8 images spanning your chosen time period (a minimum of 3 distinct decades).
- For each time period, describe the aesthetic ideal represented: body size, skin tone, hair style, facial features, age, race/ethnicity.
- Identify what changed across time and what, if anything, remained consistent.
- Draw on at least two concepts from Chapter 8 (averageness hypothesis, halo effect, social construction of beauty, colorism, etc.) to analyze your findings.
Written Response
Write a 400–600 word analysis addressing: - What does the pattern of change reveal about the social construction of beauty? - Whose bodies have been consistently represented, and whose have been consistently excluded or underrepresented? - Did you notice anything that appeared "universal" across all time periods? How do you account for it?
Exercise 8.2 — Python Exercise: Running and Extending the Beauty Standards Visualization
Type: Computational exercise Estimated time: 60–90 minutes Prerequisites: Python 3.8+, numpy, pandas, matplotlib, seaborn, scipy Skill focus: Data simulation, interpretation of correlation, critical reading of visualizations
Setup
Open the file code/beauty_standards_viz.py from this chapter's directory. Run the script to generate Figures 8.1, 8.2, and 8.3.
Tasks
Task A: Read and annotate the code (15 minutes)
Read through the script's comments and the country_params dictionary. Answer the following in writing (no code required):
- What is symmetry_weight? What does it mean for a country to have a higher or lower value?
- What is norm_shift? What real-world phenomena might produce the differences shown between countries?
- Why is noise_sd important? What would Figure 8.1 look like if all countries had noise_sd = 0?
Task B: Extend the dataset (30 minutes)
Add two new countries to the simulation: one from a region currently absent from the six-country set, and one that is a variant of an existing region (e.g., "Brazil — rural" vs. "Brazil — São Paulo urban"). Assign plausible symmetry_weight, norm_shift, and noise_sd values based on the Tovée, Swami, and Sorokowski literature discussed in the chapter. Run the updated script.
Task C: Interpret your results (15 minutes)
Write a 200-word paragraph in the style of a research methods section describing what your two new countries show and why you assigned the parameters you did. Be explicit about which literature you are drawing on.
Task D: Critical reflection (15 minutes)
The data are synthetic — generated to model patterns from published studies. Write 150 words addressing: What are the strengths and limitations of using synthetic data for pedagogical purposes? What would be different if you were working with real participant data?
Exercise 8.3 — Discussion: Colorism in Your Cultural Context
Type: Reflective discussion (in-class or written) Estimated time: 50 minutes in-class (or 400–500 word written response) Skill focus: Intersectional analysis, personal reflection, sociological application
Framing
Colorism is not a problem unique to any one community. Documented skin-tone hierarchies exist in South Asian communities (the preference for "fair" skin in marriage markets), in Latin American societies (the complex racial hierarchy of pigmentocracia), in East Asian contexts (whitening creams are among the most profitable beauty products in South Korea, Japan, and China), in African American communities (with documented historical roots in the "paper bag test" and other mechanisms of intra-community discrimination), and in white European contexts (the status of tanning as a marker of leisure wealth versus skin-lightening as a marker of aspiration).
Discussion Prompts
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Can you identify a context — from your family, community, cultural background, or media consumption — where skin-tone preferences operate? What form do they take? What are their social effects?
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Who profits from colorism? Follow the economic chain: who manufactures skin-lightening and skin-darkening products, who markets them, and who bears the costs of the insecurity they create?
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Margaret Hunter argues that colorism is best understood as an internalized racial hierarchy rather than an individual aesthetic preference. Do you agree? What evidence would support or challenge this claim?
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If colorism is socially constructed and historically contingent, what conditions would be necessary to dismantle it? What would "success" look like?
Note: This discussion asks you to connect abstract concepts to real social contexts, including potentially your own experience. You are not required to share personal information you are not comfortable sharing. The goal is analytical engagement, not disclosure.
Exercise 8.4 — Policy Analysis: The Attractiveness Premium — Is It Fair? What Should We Do?
Type: Argumentative short essay Length: 500–700 words Skill focus: Applied ethics, policy reasoning, sociological analysis
Background
The attractiveness premium — the documented economic and social advantages associated with being rated as physically attractive — has been proposed as a form of unjust discrimination by some scholars (Hamermesh, 2011, included a chapter on this in his book Beauty Pays). If we take seriously the idea that appearance-based discrimination causes systematic disadvantage, several policy responses have been proposed:
- Anti-discrimination law: Adding "appearance" to the list of protected categories in employment law (as has been done in a small number of jurisdictions, including the city of San Francisco and the state of Michigan)
- Blind review processes: Removing photographs from job applications, resumes, and academic submissions
- Algorithmic intervention: Regulating the use of appearance in automated screening tools
- Educational interventions: Teaching people about the halo effect to reduce its influence on judgments
Your Task
Write a 500–700 word essay that takes a clear position on the following question: Should appearance-based discrimination in employment be subject to legal protection analogous to race, gender, or disability discrimination?
Your essay must: 1. Define the specific harms the attractiveness premium causes 2. Address at least one strong counterargument to your position 3. Discuss at least one practical consideration (enforceability, definition of "attractive," etc.) 4. Draw on at least two concepts or findings from Chapter 8
There is no required position. Strong arguments can be made on multiple sides. What is required is precision, evidence, and genuine engagement with the counterargument.