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Education & Knowledge Creation

A collection of 12 real-world, source-verified examples of systemic problems facing educational content creators, mapped to the 5 Advocacy Pillars. These evidence items demonstrate how platform revenue extraction, adjunct labor exploitation, course piracy, AI disruption, arts education defunding, and market saturation systematically disadvantage creators whose work centers on teaching and knowledge transfer.

Discipline at a Glance

12
Evidence Items
Sourced from reporting, studies, and creator testimony
6
Creator Subtypes
Creative Educators, Workshop Leaders, Online Course Creators
7
Creator Roles Documented
Unique roles named inside the evidence set
5
Pillars Covered
Out of the 5 STC advocacy pillars

What the evidence shows for Education & Knowledge Creation

Educational Creators are represented here through 12 documented evidence items spanning 5 advocacy pillars.

Online course platforms systematically extract increasing shares of creator revenue while saturating their own marketplaces. Udemy cut instructor revenue share from 25% to 15% over three years while paying $30 million less to creators, and 75% of its instructors earn under $1,000/year. Skillshare's repeated payment model changes caused 50-70% earnings drops for established teachers. These platforms profit from content oversupply — Udemy added 54,000 courses in a single year — making individual course discovery nearly impossible while keeping creators locked into unfavorable terms.

Evidence by Pillar

Each section below draws directly from the niche challenge evidence set for this discipline.

Sustainable Income

5 evidence items

View issue page
#1Platform revenue extraction2024-12 · Online Course Creator

Udemy systematically reduced instructor revenue shares from 25% to 20% in January 2024, further decreasing to 17.5% in January 2025, and to 15% by January 2026. Despite increasing its own gross profit by 17% in 2024, the platform paid instructors $30 million less. The top 1% of instructors capture over 50% of total earnings, while the bottom 50% share just 1%. The average instructor earns $3,306 per year, with 75% making less than $1,000 annually.

25% to 15% Udemy instructor revenue share reduction from 2024 to 2026
17% Udemy gross profit increase in 2024
$30 million less paid to instructors despite profit growth
1% top instructors capturing over 50% of earnings
$3,306 average instructor annual earnings
75% instructors making less than $1,000 annually
Source: Class Central - Udemy Earns More, Pays Instructors Less
#2Adjunct pay crisis2025-04 · Creative Educator / Adjunct Professor

Adjunct professors earned an average of just $4,093 per three-credit course section in 2023-24, a 3.9% decrease from pre-pandemic levels. An adjunct teaching a full load of six courses annually earns approximately $24,558, well below the federal poverty guideline of $31,200 for a family of four. Contingent instructors comprise nearly 48.6% of the academic workforce, yet 25% earn less than $25,000 annually and approximately 38% rely on government assistance programs including SNAP and Medicaid.

$4,093 average adjunct pay per three-credit course section in 2023-24
3.9% decrease from pre-pandemic levels
$24,558 annual earnings for adjunct teaching full load of six courses
$31,200 federal poverty guideline for a family of four
48.6% academic workforce comprised of contingent instructors
25% adjuncts earning less than $25,000 annually
38% adjuncts relying on government assistance programs
Source: AAUP - Preliminary 2024-25 Faculty Compensation Survey Results
#7Platform payment model instability2023-12 · Online Course Creator

Skillshare's repeated overhauls of its teacher payment model — shifting from a teacher fund to revenue share to watch-time-based calculations — have created chronic income instability for instructors. Teachers reported 50–70% earnings drops following payment model changes, with many seeing their monthly income halved overnight. Despite allocating roughly 20–30% of subscription revenue to teachers, the frequent restructuring makes it impossible for creators to forecast income or plan sustainable careers on the platform.

50–70% earnings drops reported by teachers following payment model changes
20–30% subscription revenue allocated to teachers
Source: Skillshare Help Center - Changing the Skillshare Teacher Fund Back to Revenue Share
#10Curriculum designer undervaluation2024-06 · Curriculum Designer

The median salary for curriculum designers decreased from $85,786 in 2023 to $85,617 in 2025, a stagnation that fails to keep pace with inflation. Entry-level instructional design positions range from $67,000 to $81,000, but many new professionals settle for significantly less — those earning under $50,000 are considered definitively underpaid. The field suffers from a persistent gap between the complexity of the work (designing learning architectures, assessments, and multimedia content) and the compensation offered, particularly in education and nonprofit sectors.

$85,786 to $85,617 median salary decrease from 2023 to 2025
$67,000-$81,000 entry-level instructional design position range
$50,000 threshold below which curriculum designers are definitively underpaid
Source: Devlin Peck - Instructional Designer Salary Report 2024
#11Platform commission extraction from tutors2024-01 · Tutor

Wyzant retains a flat 25% platform fee on all tutor earnings, with a minimum hourly rate of just $10. While the platform once allowed tutors to progress to retaining 95% of their rate over time, the current fixed 25% commission offers no loyalty reward for long-term educators. Tutors must also compete in an increasingly crowded marketplace while bearing all costs of professional development, materials, and self-employment taxes (an additional 15.3% of net income), making effective take-home pay significantly lower than the posted rate.

25% Wyzant platform fee on all tutor earnings
$10 minimum hourly rate on Wyzant
15.3% additional self-employment tax on net income
Source: Wyzant Help Center - What Is the Fee Structure for Tutors

Well-being

3 evidence items

View issue page

If you or someone you know is struggling

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#6Arts education defunding2024-09 · Creative Educator / Workshop Leader

Approximately 55% of U.S. school districts (around 7,000 of 12,546) have either cut or massively decreased funding for arts education. Only 3.2% of the U.S. education budget is dedicated to the arts, and every 10 years, 20% of schools reduce their offerings in the field. With COVID-era American Rescue Plan funds expiring at the end of 2024, states are once again questioning the value of arts education, and proposed federal budget cuts of more than $4.5 billion below FY 2025 levels threaten further elimination of programs.

55% U.S. school districts that have cut or decreased arts education funding
7,000 of 12,546 school districts affected
3.2% U.S. education budget dedicated to the arts
20% schools reducing arts offerings every 10 years
$4.5 billion proposed federal budget cuts below FY 2025 levels
Source: Truthout - Schools Are Divesting From Arts Education as COVID-Era Federal Funds Evaporate
#8MFA debt vs. career outcomes2023-03 · Creative Educator / Workshop Leader

Approximately 3,000 new MFA holders graduate each year, competing for a sum total of roughly 102 tenure-track positions across fiction, poetry, non-fiction, and mixed categories. Non-funded MFA programs can cost $20,000 to $200,000 in tuition. Though the median annual salary for writers and authors is reported at $72,270, actual salaries range wildly from $11,500 to $259,000, with most early-career MFA graduates earning at the lower end while carrying significant student debt from their training.

3,000 new MFA holders graduating each year
102 tenure-track positions available
$20,000-$200,000 tuition cost for non-funded MFA programs
$72,270 median annual salary for writers and authors
$11,500-$259,000 actual salary range for writers and authors
Source: Inside Higher Ed - Tuition, Debt, and Graduate Creative Writing Programs
#9Teacher pay and attrition crisis2025-01 · Creative Educator

74% of U.S. school districts had trouble filling open positions for the 2024-25 school year, and 86% of public schools struggle to hire educators. Average teacher weekly wages have been nearly flat since 1996, with the average annual salary of $68,000 falling 8% below the average for all U.S. workers. Only 30% of teachers consider the profession rewarding, and just 19% believe it is a sustainable career choice. Less than one-fifth of departing teachers are retiring — most cite low pay, heavy workload, and work-life balance as reasons for leaving.

74% U.S. school districts having trouble filling positions for 2024-25
86% public schools struggling to hire educators
$68,000 average teacher annual salary
8% teacher salary gap below average for all U.S. workers
30% teachers considering the profession rewarding
19% teachers believing it is a sustainable career choice
Source: Learning Policy Institute - An Overview of Teacher Shortages: 2025

Discovery & Ranking

2 evidence items

View issue page
#5Market saturation and discoverability collapse2024-08 · Online Course Creator

Udemy's catalog expanded by 54,000 new courses in 2024, reaching a historical peak of over 250,000 courses, with AI tools accelerating course creation and a larger pool of instructors further diluting per-instructor revenue. Only 1% of instructors earn a full-time income (over $50,000/year), while the average revenue per course has fallen below $100. The platform's pivot to a subscription model has further deprioritized individual course discovery, burying independent creators under an ever-growing catalog.

54,000 new courses added to Udemy in 2024
250,000 total courses on Udemy at historical peak
1% instructors earning full-time income (over $50,000/year)
$100 average revenue per course has fallen below this
Source: Class Central - Udemy Is 'Intentionally Reducing' the Business That Made It Famous
#12Federal defunding of arts education infrastructure2025-03 · Creative Educator / Workshop Leader

The proposed FY 2026 federal budget would consolidate 18 formula and competitive grants currently funded at more than $6 billion annually, devastating arts education funding for the 2026-27 school year. The budget proposes eliminating the National Endowment for the Arts entirely, which has already canceled more than $27 million in grants, many supporting arts education programs. This defunding erodes the infrastructure that connects creative educators to institutions, reducing the number of paid positions available and forcing workshop leaders and teaching artists to compete for a shrinking pool of opportunities.

18 formula and competitive grants proposed for consolidation
$6 billion annual funding of grants proposed for consolidation
$27 million grants already canceled by the NEA
Source: NAfME - Support Federal Funding Impacting Arts Education FY 2026

Preservation & Portability

1 evidence item

View issue page
#4AI displacement of educational labor2025-10 · Tutor / Educational Content Creator

Chegg cut 45% of its workforce (388 jobs) in October 2025, its second major round after eliminating 22% of staff in May — meaning the company fired more than half its workforce in under six months. Q1 2025 revenue dropped 30% year-over-year and subscriber count fell 31% to 3.2 million as students switched to free AI tools like ChatGPT for homework help. Chegg's market capitalization collapsed from $14.7 billion at its pandemic peak to just $156 million — a 99% decline.

45% workforce cut in October 2025
388 jobs eliminated in October 2025
22% staff eliminated in May 2025
30% Q1 2025 revenue drop year-over-year
31% subscriber count decline
3.2 million remaining subscriber count
$14.7 billion to $156 million market cap collapse (99% decline)
Source: CNBC - Chegg Slashes 45% of Workforce, Blames 'New Realities of AI'

Safety & Harassment

1 evidence item

View issue page
#3Course piracy and content theft2024-06 · Online Course Creator

Telegram piracy led to an estimated Rs 2,000 crore (roughly $240+ million) in annual revenue loss for India's e-learning sector alone, with over 6,000 piracy groups on Telegram, of which 1,000+ groups have more than 10,000 viewers each. Pirated copies of entire video courses are circulated in groups with tens of thousands of students. Even a single pirated link shared in a Telegram group can reach thousands, destroying the revenue model for individual course creators who may have invested months building their material.

$240+ million annual revenue loss from piracy in India's e-learning sector
6,000 piracy groups on Telegram
1,000+ piracy groups with more than 10,000 viewers each
Source: Storyboard18 - India's E-Learning Sector Loses Rs 2,000 Crore to Piracy

If you or someone you know is struggling

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How this discipline connects to the wider crisis

The same discipline-level evidence maps cleanly into the site’s issue pages and public policy framing.

Sustainable Income

Micro-payments, opaque splits, and exploitative contract terms that keep creators from earning a living.

Open issue page

Well-being

Burnout, lack of healthcare, mental health crises, and the human cost of creative gig work.

Open issue page

Discovery & Ranking

Algorithmic gatekeeping, pay-to-play promotion, and monopoly control over who gets seen.

Open issue page

Preservation & Portability

Platform lock-in, format obsolescence, and the risk of losing creative work when services shut down.

Open issue page

Safety & Harassment

Online abuse, content theft, deepfakes, and the failure of platforms to protect creators.

Open issue page

Patterns already visible in the source material

These synthesis themes come directly from the niche challenge sheet for this discipline.

Platform Revenue Extraction and Race to the Bottom

Online course platforms systematically extract increasing shares of creator revenue while saturating their own marketplaces. Udemy cut instructor revenue share from 25% to 15% over three years while paying $30 million less to creators, and 75% of its instructors earn under $1,000/year. Skillshare's repeated payment model changes caused 50-70% earnings drops for established teachers. These platforms profit from content oversupply — Udemy added 54,000 courses in a single year — making individual course discovery nearly impossible while keeping creators locked into unfavorable terms.

Systemic Undervaluation of Educational Labor

From adjunct professors earning $4,093 per course (below the poverty line at full load) to teachers whose wages have been flat for nearly three decades, educational creators face chronic undercompensation relative to the value they deliver. Approximately 38% of adjuncts rely on government assistance, only 19% of teachers see the profession as sustainable, and curriculum designers experience salary stagnation even as their roles grow more complex. The MFA pipeline produces 3,000 graduates per year for roughly 102 tenure-track positions, creating a structural oversupply that depresses wages across the field.

AI Disruption and Content Theft Eroding Creator Viability

Educational creators face a dual threat: AI tools replacing their services (Chegg lost 99% of its market cap as students switched to ChatGPT) and piracy networks redistributing their content (over $240 million in annual losses from Telegram piracy in India's e-learning sector alone). Combined with proposed elimination of the NEA and $4.5 billion in federal education cuts, these forces are dismantling the economic infrastructure that sustains professional educators, workshop leaders, and course creators.

Who this evidence already accounts for

These roles and subtypes appear directly in the current discipline sheet.

Creative Educators

Included as a documented subtype in the source sheet.

Workshop Leaders

Included as a documented subtype in the source sheet.

Online Course Creators

Included as a documented subtype in the source sheet.

Curriculum Designers

Included as a documented subtype in the source sheet.

Tutors

Included as a documented subtype in the source sheet.

Educational Content Creators

Included as a documented subtype in the source sheet.

Stand with creators

The challenges facing education & knowledge creation creators are documented in the evidence above. Sign the declaration to back a better future for creative work.