AI Training & Consent

Spotify, Apple, and Amazon collectively hold over 70% of global paid subscribers (over 90% in the US). Three major record labels control roughly two-thirds of the global recorded music market. This concentration means artists have few platform alternatives and must accept terms set by dominant players.

A Goldman Sachs analysis suggests that 37% of architecture and engineering work tasks could be automated by AI. Survey data indicates 55% of US architects are "moderately concerned" about AI replacement, with another 20% expressing serious job security worries. Traditional drafting skill importance declined from 50% to 31% between 2023 and 2024, while AI/machine learning proficiency demand rose from 7% to 21% in the same period. As entry-level drafting and visualization tasks become automated, the traditional paid apprenticeship ladder for new architects is being dismantled, raising concerns about how early-career professionals will gain experience and income.

The federal case Gensler v. Strabala illustrates how disputes arise when a departing architect claims credit for projects completed at a prior firm. The former design director listed five major projects on his new firm's website, including Shanghai Tower. The Seventh Circuit Court confirmed that the Lanham Act applies to architectural services, meaning misrepresenting one's role can trigger legal action. Firm-controlled branding and contracts shape what departing architects can truthfully show, limiting their ability to use past work as portfolio material when starting independent practices.

The rescission of the Corporation for Public Broadcasting's $1.1 billion budget led to PBS announcing a 21% budget cut, compounding sweeping grant cancellations at the NEH and NEA. The Independent Television Service (ITVS), which received 86% of its funding from CPB, laid off roughly 20% of its staff and expected to lose funding for approximately 10 films — down from the 40 features and shorts it typically supports annually. CPB had provided over $24 million to documentary filmmaking in fiscal year 2024 alone.

Comedians' original material is routinely stolen and repurposed across social media platforms, yet proving joke theft is legally "almost impossible" because individual jokes generally cannot be copyrighted. The primary deterrent is reputational rather than legal — being ostracized by the comedy community. As social media platforms like TikTok and Instagram accelerate content redistribution, joke theft has become more rampant, with stolen material migrating across platforms at scale.

Despite the 1976 Copyright Act making choreography copyrightable, short dance routines, single steps, social dances, and "commonplace movements or gestures" remain unprotectable. The U.S. Copyright Office refuses to register short dance routines "consisting of only a few movements or steps with minor linear or spatial variations" — even if novel and distinctive. This gap was highlighted by the TikTok choreography crisis, where creators like Jalaiah Harmon saw their viral "Renegade" dance performed by millions without credit or compensation.

The shutdown of Ubisoft's The Crew in 2024 -- a game requiring always-online connection despite being primarily single-player -- sparked the "Stop Killing Games" movement, which seeks EU legislation to prevent publishers from rendering games unplayable. Sega delisted over 70 games in December 2024. The movement's EU petition aims for one million signatures to force legislative consideration. Creators' work is effectively destroyed when games are delisted or servers are shut down, with no preservation mandate.

The World Economic Forum's 2025 Future of Jobs report ranks "Graphic Designer" among the fastest-declining roles over the next five years — a significant shift from two years earlier when graphic designers were considered a moderately growing job. Computer graphic artists experienced a 33% decline in job postings in 2025, the steepest drop of any creative role analyzed, following a 12% decline in 2024. Nearly 70% of 4,000 global marketing and creative leaders surveyed by Canva expressed worry about job losses due to AI advancements.

A study commissioned by the Concept Art Association and Animation Guild estimated that by 2026, roughly 118,500 U.S. entertainment industry positions will be cut due to generative AI, with nearly 204,000 positions adversely affected over the next three years. A survey found that roughly a third of industry professionals predicted AI will displace compositors, 3D modelers, and graphic designers within three years, while concept/storyboard artists (55%) and VFX artists (50%) are considered the roles most at risk.

Animation Magazine reported on a Luminate Intelligence 'Animation and AI' report finding that approximately 21% of U.S. film, TV, and animation jobs could be consolidated, eliminated, or replaced by AI in 2026. Many traditional artists regard generative AI as 'dirty' tech built on data theft, with opposition especially strong among concept artists who have already experienced falloffs in work traceable to image generators. AI tools now auto-generate in-betweens, fill flat colors, assist with rotoscoping, and generate facial animation directly from audio -- shifting the animator's role from creating performance to correcting it. Industry experts predict concept/storyboard artists (55%), VFX artists (50%), and game developers (43%) will be among the roles most impacted by AI within two years.

When TikTok temporarily went dark on January 18, 2025, creators who had built entire businesses on the platform faced the prospect of losing everything overnight. 87% of creators surveyed were concerned about a potential ban, with 88% expecting decreased income. One creator estimated losing 30% of sponsor revenue in 2024 as brands pulled back due to regulatory uncertainty. Nearly 40% of small-to-medium businesses reported TikTok was critical to their existence—illustrating the catastrophic risk of building a livelihood on a platform you do not own or control.

Digital artworks face systematic extinction through technological obsolescence: audio and videotapes demagnetize, CDs delaminate, internet art links to websites that no longer exist, and Amiga software does not run on modern machines. Software art, installation art, and interactive works are heading toward oblivion due to reliance on ephemeral mediums. File format obsolescence occurs when presentation tools are no longer available, leading to "software rot" where data exists but is unreadable. Unlike physical art, digital works require continuous active preservation -- migration between formats, emulation of obsolete software, and comprehensive documentation of dependencies.

Despite decades of open access advocacy, 64% of scholarly publications remain behind paywalls, according to the European Commission. UK universities spent an average of £4 million on journal subscriptions, while SUNY faced an annual $9 million bill for approximately 2,200 Elsevier titles. The Gates Foundation announced that starting January 2025 it would no longer cover publishing costs, creating anxiety about how the open-access model can survive without funder support. Researchers at under-resourced institutions -- particularly in the Global South -- are systematically excluded from both reading and publishing in top journals, creating a two-tier system where access to scientific knowledge depends on institutional wealth rather than scientific merit.

State-of-the-art research equipment requires staggering capital investment. MRI machines cost between $150,000 and $3 million depending on configuration, with advanced 7-Tesla systems used in neuroscience research reaching $3-4 million. Installation adds up to $1.6 million, and annual maintenance contracts run $70,000-$150,000 (8-12% of purchase price). The NSF Major Research Instrumentation program caps proposals at $4 million, often insufficient for cutting-edge equipment. With NIH indirect cost rates slashed to 15% in 2025, universities' ability to maintain existing laboratory infrastructure has been severely compromised, forcing researchers to compete for shrinking equipment budgets or abandon entire lines of inquiry that require expensive instrumentation.

A GigaScience study analyzed 27,271 Jupyter notebooks from 2,660 GitHub repositories associated with 3,467 biomedical publications. Of 10,388 notebooks with successfully installed dependencies, only 1,203 ran without errors -- and just 879 (approximately 5.9%) produced results identical to the originals. The study found that journals including Nature and Nucleic Acids Research had exception rates well above 50%. Dependency management failures, outdated Python versions, and undeclared dependencies represent systemic barriers to computational reproducibility, threatening the integrity of data-driven scientific research.

A comprehensive review in AI Magazine identified unique obstacles to reproducibility in machine learning research: sensitivity to training conditions, sources of randomness, inherent nondeterminism, and prohibitive computational costs. The reproducibility crisis is quantifiably severe, with one estimate citing "an annual $200 billion global drain on scientific computing resources" from irreproducible computational work. Unlike traditional science where methods can be independently replicated, ML experiments often cannot be verified because the compute costs are too high, the training data is proprietary, or the random seeds and hyperparameters are undocumented -- eroding the scientific foundation of data-driven research.

Scientific glassblowing faces existential decline across universities in the UK and US. There are no longer any schools or colleges in the UK teaching scientific glassblowing, and fewer than 18 UK universities retain glassblowing departments, according to the British Society of Scientific Glassblowers. In the United States, only one institution -- Salem Community College in New Jersey -- offers a degree programme in scientific glassblowing. The American Scientific Glassblowers Society has seen its membership drop by 50 percent since the 1970s. Lawrence Berkeley National Laboratory has not had a glassblower for over 20 years, none remain at UCLA, and UC Riverside's three glassblowers have dropped to one who works only on Wednesdays. The role is becoming increasingly scarce due to an ageing workforce, financial pressures on universities, outsourcing to external companies, and miniaturisation of laboratory equipment.

Precision machining tops the hard-to-hire list because toolmakers require up to five years of on-the-job mentoring, and 80% of employers report difficulty filling roles -- a 17-year high. The U.S. Bureau of Labor Statistics projects overall employment of machinists and tool and die makers to decline 2% from 2024 to 2034, with production occupations receding from a 51.9% share of manufacturing employment in 2003 to 48.7% in 2024. More than 2.6 million baby boomers are expected to retire from manufacturing over the next decade, and by 2033 the industry may need 3.8 million new workers, with nearly 1.9 million of those roles at risk of going unfilled. Approximately 20.6% of U.S. manufacturing plants already operate below full capacity due to labour or skill shortages, representing a potential risk of USD 454 billion in lost manufacturing value.

The UK faces a widening gap between apprenticeship output and labour demand in precision and traditional trades. Apprenticeship starts in carpentry are down nearly a third, bricklaying starts have fallen 42% since 2021, and property maintenance faces almost 80 jobs for every single apprentice completer with only a 16% completion rate. The proportion of intermediate-level apprenticeships -- which include traditional craft and instrument-making pathways -- has collapsed from 43% of all starts in 2017/18 to just 19% in 2024/25, while higher-level (degree-equivalent) apprenticeships grew from 13% to 40% in the same period. For scientific instrument builders and precision tool makers who depend on hands-on bench-level training rather than academic credentials, the structural shift away from intermediate apprenticeships is eliminating their primary talent pipeline.

A 2024 review in Missouri Medicine (indexed in PMC) examined how generative AI threatens the preservation of medical illustration as a profession. The article noted that AI can now produce de novo medical artworks 'in a matter of seconds with the right prompt' -- images that are 'simultaneously novel, yet derivative' of human illustrators' copyrighted work. While acknowledging that AI-generated medical images currently lack the clinical accuracy required for patient safety, the authors warned that AI capabilities will inevitably improve and become part of the production process. For a profession with fewer than 2,000 trained practitioners worldwide and only five accredited graduate programs, the article highlighted that generative AI poses an existential threat: the specialized knowledge of human anatomy, surgical procedures, and pathology that takes 6-7 years of graduate education to develop could be rendered commercially obsolete even as the clinical need for accuracy remains critical.

A 2025 article in the Journal of Visual Communication in Medicine documented that AI-generated medical illustrations pose a direct threat to the creative expression of human medical illustrators, with generative models capable of mimicking specific artists' styles — including the iconic style of Frank Netter — without compensation. The study noted that many large AI training datasets are sourced from human creators without consent or compensation, raising fundamental intellectual property concerns. For medical illustrators whose distinctive visual styles represent years of specialized training and career investment, the unauthorized replication of their work by AI systems constitutes a form of professional identity theft unique to this highly specialized field.

A 20-year analysis of patient education materials from high-impact medical journals found mean readability grade levels ranging from 11.2 to 13.8 — far above the recommended 6th-to-8th grade level. Only 2.1% of materials met the AMA-recommended 6th grade reading level, and just 8.2% met the NIH-recommended 8th grade level. With only 12% of U.S. adults possessing adequate health literacy skills and the average Medicare beneficiary reading at a 5th grade level, patient education creators face a systemic disconnect: the institutions publishing their work demand academic rigor that renders materials incomprehensible to the patients who need them. Laypersons answered fewer than 50% of questions based on these materials correctly.

Amnesty International flagged social media companies' removal of abortion-related content as a threat to accurate health information access, noting that automated content moderation systems are over-enforcing removal of legitimate medical information. This aligns with broader global patterns: platforms reduce spending on human content moderation in favor of AI systems that, as experts note, "struggle with context, nuance and gray areas" in health content. Health educators who invest significant effort in creating evidence-based reproductive health resources face the risk that their content will be algorithmically deleted without warning, with no effective appeals process, destroying their digital libraries and severing connections to audiences who depend on accurate medical information.

The right-to-repair landscape creates a paradox for independent hardware makers: while legislation in California (effective July 2024), Oregon (January 2025), and Colorado (January 2026) mandates that manufacturers provide parts, tools, and repair documentation, compliance creates disproportionate burden on small creators. Oregon's law is the first to restrict "parts pairing" -- manufacturer software locks that prevent third-party repairs -- but independent makers must now maintain parts inventories and documentation infrastructure that large companies handle with dedicated teams. Canada became the first country to enact national right-to-repair law in November 2024 (Bill C-244). For small hardware makers who already support repairability by design, the patchwork of state-by-state and country-by-country regulations creates compliance complexity without addressing the core problem: major manufacturers' deliberate obsolescence that independent, repair-friendly hardware must compete against.

The European Parliament adopted the Right to Repair Directive on April 23, 2024, which entered into force on July 30, 2024, and must be transposed into national law by July 31, 2026. The directive requires manufacturers to carry out repairs for in-scope products beyond the legal guarantee period at reasonable prices and within reasonable timeframes. It prohibits manufacturers from impeding the use of second-hand, compatible, or 3D-printed spare parts by independent repairers. Manufacturers must provide spare parts and tools at reasonable prices for up to 10 years after a product is placed on the market. The directive's adoption implicitly validates what independent repair professionals have long argued: that manufacturer practices systematically block access to parts, information, and tools needed for repair work.

The classic car restoration industry faces an existential workforce crisis, with only eight shops in the United States qualified for historic-level restorations and waiting lists stretching years into the future. Veteran craftsmen possess fabrication knowledge accumulated over 50-year careers, but younger workers lack the patience and training pipeline required for thousands of hours of specialized metalwork, upholstery, and paint techniques. New tariffs and supply chain disruptions increased parts costs by double-digit percentages, while specialized components for vintage vehicles became increasingly difficult to source, extending project timelines by 20%. In the $77 billion classic car market, the craftsman shortage is forcing collectors to acquire investment-grade vehicles before restoration services become completely unavailable.

The United Nations Global E-Waste Monitor 2024 reported a record 62 million tonnes of electronic waste generated globally in 2022, an 82% increase from 2010, with projections reaching 82 million tonnes by 2030. Only 22.3% was documented as properly collected and recycled, leaving $62 billion worth of recoverable materials unaccounted for—and the recycling rate is forecast to drop to 20% by 2030. E-waste generation is rising five times faster than documented recycling. The report explicitly identifies "limited repair options" and "shorter product life spans" as key drivers of the crisis, reinforcing that the systematic undermining of the repair profession has global environmental consequences far beyond the livelihoods of individual repair technicians.

The Christian Post reports that a majority of pastors now use AI tools for sermon preparation, with 61% using AI weekly or daily in 2025, up from 43% in 2024, and 25% reporting daily use. Specialized platforms like Sermon Outline AI, Pastors.ai, and ChatGPT can generate complete sermon outlines, summarize commentaries, draw parallels across Scripture, and suggest illustrations. This raises fundamental questions about the authenticity of pastoral content creation: if AI can produce a passable sermon in minutes, the weekly creative labor of sermon writing -- traditionally requiring 10-20 hours of study, reflection, and composition -- risks being devalued, while congregations may struggle to distinguish AI-assisted from AI-generated spiritual guidance.

Faith and Leadership reports that church volunteerism has been in steep decline, with rates dropping from 40% to 20% of congregation membership between 2020 and 2022. The smallest churches -- those with 50 or fewer attendees -- were least likely to maintain religious education programs without disruption. Volunteer-dependent ministries including Sunday school, VBS, and interfaith programs face existential challenges as recruitment dries up and remaining volunteers burn out. Religious educators and interfaith dialogue facilitators who depend on volunteer infrastructure to deliver their programming find their creative and pedagogical work increasingly unsustainable, as churches explore stripped-down models that eliminate the very roles these creators fill.

Of the 368 English-language translations of fiction and poetry published in 2021, only 162 (44%) credited translators on their front covers. Writer and translator Jennifer Croft launched a public campaign in August 2021 refusing to translate books without her name on the cover, gaining widespread support. Even New Directions -- one of the foremost independent publishers of literature in translation -- credited translators on the covers of only 6 of its 22 translated titles in 2021. Lawrence Venuti's foundational 1995 work "The Translator's Invisibility" documented how domesticating translation practices systematically erase the translator's creative contribution, a problem that persists three decades later.

NOAA completed the cancellation of all 1,007 traditional U.S. paper nautical charts in December 2024, ending over two centuries of paper chart production. Sales of NOAA paper nautical charts had already dropped more than 50% between 2010 and 2020. The International Maritime Organization (IMO) and SOLAS now require nearly all commercial ships to use Electronic Chart Display and Information Systems (ECDIS), while the IHO has set a target for full global replacement of legacy S-57 electronic charts with next-generation S-100 products by 2036. This eliminates an entire craft tradition of nautical chart making and displaces the specialized cartographers who designed, engraved, and maintained paper charts for maritime navigation.

Generative AI now enables "producing maps without explicit programmed rules," extending and in some cases surpassing human cartographic intelligence across the full workflow — conceptualization, data preparation, map design, and map evaluation. Machine learning algorithms can automatically identify and delineate roads, buildings, vegetation, and other features, reducing manual workload and accelerating map creation. Researchers have developed tools like Sat2Cap that create maps of any concept expressed using text over large geographic regions, a capability described as making traditional map-making processes "tedious and not scalable" by comparison. While precision and ethical concerns remain, these tools directly threaten the livelihoods of cartographers whose core value proposition was the skilled, labor-intensive process of transforming data into legible, well-designed maps.

The Homeland Infrastructure Foundation-Level Data (HIFLD) Open portal — the bedrock of U.S. disaster response and community planning for two decades — has been shut down, leaving "a critical void that commercial and crowdsourced maps cannot fill." This represents the paradox geospatial creators face: government open data mandates simultaneously devalue custom cartographic work (by making raw data freely available) and create dependency (by making that free data essential to workflows). When these portals disappear, the GIS analysts and geospatial data creators who built products, services, and careers on top of open government data lose both their data supply and the client relationships that depended on it.

Geographic data are "difficult to protect through copyright alone," creating a fundamental vulnerability for cartographic creators. While maps can be protected by copyright when they contain original artistic and design elements, "the raw data of a dataset is not copyrightable" — meaning the factual geographic information that cartographers painstakingly collect, verify, and organize receives no intellectual property protection. U.S. government maps are entirely in the public domain with no restrictions. This legal framework means cartographers' most labor-intensive contribution (accurate, verified geospatial data) receives zero copyright protection, while their aesthetic design choices (which represent a smaller fraction of total effort) may qualify — a structural mismatch that makes it trivially easy for competitors to extract the valuable data while discarding the credited design.

In January 2023, Wizards of the Coast (owned by Hasbro) attempted to revoke the Open Gaming License (OGL) that had enabled thousands of independent TTRPG creators to build on D&D's game mechanics for over 20 years. The leaked OGL 1.1 proposed a 25% royalty on all revenue above $750,000 for third-party creators and granted Wizards a perpetual, royalty-free sublicense to all third-party content. Nearly 67,000 people signed the #OpenDND petition, and so many subscribers cancelled D&D Beyond subscriptions that the system crashed. After surveys showed 88% of respondents opposed the new license, Wizards reversed course and released core D&D content under Creative Commons. The incident revealed how a single corporation's licensing decisions could threaten the livelihoods of an entire creator ecosystem overnight.

The global TTRPG market reached approximately $1.9 billion in 2024, but revenue is radically concentrated. Kickstarter RPG projects raised about $64 million in 2024, with a handful of blockbuster titles like Brandon Sanderson's Cosmere RPG ($15.1 million from 55,106 backers) capturing the lion's share while a long tail of micro-projects struggled for visibility. Dungeons & Dragons dominates with an estimated 50%+ market share, leaving hundreds of independent systems competing for the remainder. The vast majority of TTRPG designers who attempt to crowdfund their first game fail, and most indie publishers break even at best. This winner-take-all dynamic means that the creative diversity of the TTRPG ecosystem depends on designers subsidising their work through day jobs or accepting poverty-level returns.

When Paul Rhymer retired from the Smithsonian's National Museum of Natural History in 2003, the museum declined to replace its last full-time taxidermist, a position his father and grandfather had also held. The museum now employs freelance taxidermists only when needed. As the Smithsonian Magazine documented, this reflected a broader institutional shift: the museum substituted traditional diorama displays with specimens showcased in a more modern, scientific manner emphasizing "shared ancestry and evolution." This pattern of eliminating specialist craft positions when incumbents retire has hollowed out the institutional knowledge base for specimen preparation across natural history museums nationwide.

Analysis of data from over 245 institutions reveals that the addition of new physical specimens has declined by 54% to 76% across four vertebrate groups from 1965 to 2018, with collecting activity for several groups now lower than it was during World War II. Several university-based collections have become less active as collections are increasingly undervalued, unused, or closed. The authors warn that failing to add new specimens compromises the value of existing collections and limits future scientific discovery through a lack of appropriate comparative material. This decline directly translates to fewer preparator positions and reduced demand for the skilled craft of specimen mounting and preservation.

The Society for the Preservation of Natural History Collections defines an "orphaned collection" as one that has lost curatorial support or whose owner has abandoned it. Natural history collections, especially those in universities, often receive a disproportional loss in funding during budget reductions. Many paleontology collections were orphaned in the 1990s when oil companies decreased exploration and cut their paleontology staff, cascading into universities with paleontology programs where teaching collections were endangered or abandoned. When collections are orphaned, disposal often results in the break-up and dispersal of the collection and the loss of historical associations, hindering future research. Each orphaned collection represents a preparator role that no longer exists.

While practical effects are experiencing a resurgence — driven by audience fatigue with CGI and championed by directors like Christopher Nolan and George Miller — the workforce that creates them has been hollowed out by two decades of CGI dominance. Films like Beetlejuice Beetlejuice, The Substance, and Terrifier 3 earned praise for physical effects, yet the pipeline of skilled pyrotechnicians, prosthetics artists, and animatronics builders has atrophied. The industry's boom-bust cycle means that when demand spikes, there are not enough qualified practitioners to meet it — and when it ebbs, these specialized artisans face unemployment with no safety net, as most work freelance without guaranteed minimums or ongoing contracts.