Exercises: Equity in the Creator Economy — Race, Gender, and Platform Bias

Exercise 38.1: Algorithmic Suppression Audit

Objective: Apply systematic analysis to identify potential algorithmic bias in content performance.

Instructions:

Select a creator who has publicly discussed algorithmic suppression (suggestions: NikkieTutorials, any Black creator who has discussed Instagram reach, any LGBTQ+ creator who has discussed YouTube's Restricted Mode, or a creator in your niche whose content patterns you've observed).

Using publicly available information (YouTube analytics are visible for videos, TikTok and Instagram show view counts), construct a basic analysis:

Comparative performance analysis: - Select 10 videos/posts from this creator covering different topic areas - Note the views/reach for each - Categorize each by topic type: identity-related, product/review, political/social, entertainment, educational - Is there a pattern in which types of content underperform relative to subscriber count?

Trend analysis: - If you can find this creator's content over a multi-year period, identify any visible inflection points — moments when engagement dropped significantly. Do these correlate with any documented platform policy changes?

Write a 300-word analysis: What patterns did you find? What alternative explanations might account for the patterns you observe? What evidence would you need to conclude with confidence that algorithmic suppression (rather than content quality variation or audience preference shifts) is responsible?

Exercise 38.2: Brand Deal Pay Equity Research

Objective: Apply the research literature to a specific creator context and identify practical negotiating implications.

Part A: Research phase

Find three publicly available sources that document the brand deal pay gap for creators of color. For each source: - Citation (publication, author, date) - Key finding (what percentage gap, controlled for what variables) - Methodology (how was the research conducted? What were its limitations?)

Part B: Rate card research

Access at least one creator community that shares rate information (options include public Reddit communities like r/NewTubers or r/influencermarketing, public creator rate guides published by agencies, or publicly available influencer pricing reports). Find the typical rate for a creator with: - 100,000 YouTube subscribers in a lifestyle niche - 100,000 Instagram followers in the same niche - 100,000 TikTok followers in the same niche

Part C: Negotiating implications

If the 35% gap documented in the Influencer League research applied to a creator receiving the typical rates you found in Part B, what would the underpayment amount to in dollar terms per deal? Per year, if the creator completes 12 deals per year?

Write a 200-word memo: If you were Marcus Webb, how would you use the information in this exercise in a brand deal negotiation?

Exercise 38.3: Platform Policy Equity Analysis

Objective: Systematically evaluate platform policies for potential disparate impact on different creator demographics.

Instructions:

Choose one major platform (YouTube, TikTok, Instagram, Twitch, or Twitter/X). Access and read the following documents: - Community Guidelines - Monetization policies (Partner Program or equivalent) - Content restriction policies (what makes content "age-restricted" or "advertiser-unfriendly") - Appeals process documentation

For each policy document, apply the following framework:

Facially neutral but potentially disparate application: - Does the policy use subjective standards that could be applied differently to different content types or creator demographics? (Examples: "controversial," "mature themes," "graphic content") - Does the policy have categories that historically correlate with LGBTQ+ or minority content? (Examples: "sexual content," "hate speech" definitions that also capture minority identity expression) - Are there content categories that primarily affect creators of certain demographics? (Examples: content about race, sexuality, religious minority practices)

Transparency and accountability: - Does the platform publish data on enforcement patterns by content category? - Is the appeals process described in enough detail to evaluate whether it is procedurally fair? - Who is accountable for policy outcomes, and how?

Write a 400-word analysis summarizing your findings. Identify the two policies that most clearly present equity risks and explain specifically how they could produce unequal outcomes.

Exercise 38.4: The Geographic Inequality Calculation

Objective: Quantify the global inequality in creator economy economics through direct comparison.

Instructions:

YouTube provides publicly available data on CPM rates by country through various industry reports. Use the following approximate figures (or research updated figures from industry sources):

Calculations:

1. A creator with 500,000 subscribers achieves 2 million monthly video views. Calculate estimated monthly ad revenue if their audience is 80% US-based versus 80% India-based versus 80% Nigeria-based.

2. If the US-based creator earns $50,000/year in ad revenue, what would a creator with an identical channel (same content, same quality, same subscriber count, same engagement rate) earn in each of the other countries?

3. Two creators both have 1 million subscribers, 100,000 monthly active viewers, and 4% engagement rates. Creator A is from San Francisco; Creator B is from Lagos. Creator A earns $6,000/month in ad revenue. What does Creator B earn?

Reflection (200 words): The creators in this exercise are producing equivalent value in terms of content quality, audience engagement, and viewer numbers. What does the income gap reveal about what the creator economy is actually rewarding? Is it rewarding content quality, or something else?

Exercise 38.5: The Equity-Strategy Connection

Objective: Analyze how structural inequities shape strategic business decisions for creators facing them.

Scenario:

Two personal finance creators launch channels simultaneously:

Creator A (Jordan): 24-year-old white man, suburban background, business degree, $10,000 in savings to invest in channel infrastructure. His first video is about "how I'm investing my first paycheck."

Creator B (Destiny): 24-year-old Black woman, first-generation college graduate, student loan debt, $800 in savings for equipment. Her first video is about "what they don't teach us about money — especially if you're Black."

Both creators have equivalent knowledge, communication ability, and work ethic.

Analysis questions:

1. What structural differences does each creator face in: a. Starting production quality given their capital b. Niche definition and audience demographics c. Algorithmic treatment based on content themes d. Brand deal access and rate offers e. Harassment risk and type

2. After 12 months, both creators have 50,000 YouTube subscribers. Based on the research in this chapter, what differences in revenue would you expect between the two channels? Be specific — cite the mechanisms from the chapter.

3. Creator B's strategy (building course revenue and email list before relying on platform income — similar to Marcus's approach) is described as both a business strategy and a response to structural inequity. Explain the logic: why does "products first, platform second" reduce exposure to the specific inequities Destiny faces?

4. What would it take for Creator B to achieve the same lifetime business outcomes as Creator A, even given the structural headwinds? Is this a realistic expectation? What does your answer reveal about the limits of individual strategy as a solution to structural problems?

Exercise 38.6: What Structural Change Requires — A Policy Brief

Objective: Apply the structural change framework from section 38.7 to a specific platform or brand context.

Instructions:

Write a 500-word policy brief addressed to one of the following: - The policy team at a major social media platform (specify which one) - The marketing leadership at a consumer brand with a creator partner program - A legislative committee considering social media regulation

Your brief should:

1. Identify a specific equity problem documented in this chapter with the body you're addressing
2. Explain the mechanism — not just that it happens, but how it happens
3. Propose a specific policy change — concrete, implementable, and measurable
4. Anticipate resistance — what objections will your recommendation face, and how would you respond?
5. Define success — what measurable outcome would indicate that your proposed change worked?

Evaluation criteria: Is the problem accurately characterized? Is the mechanism explanation correct? Is the proposed change specific enough to evaluate? Is the success metric measurable?