The domainsTen places where understanding something properly would change what is possible
Each domain names the problem as a hypothesis, who it lands on, what is missing, what could be tried, what evidence would be required, and what a real outcome would look like. None of these is a proposal to build a product — each is a description of what would need to be true first.
01
Production & Operations
Scheduling, approvals, procurement, payments, vendor coordination, and project learning.
- The problem, as a hypothesis
- Production workflows depend on a chain of approvals and handoffs, and the points where that chain stalls are rarely visible to anyone other than the people trapped inside it.
- What is missing
- There is no shared, comparable picture of where a production loses time or money, because each company's operational reality is observed privately and rarely aggregated in a usable form.
- What could be tried
- Aggregate anonymised workflow signals across productions to identify recurring bottlenecks, then test a targeted process change with the teams that own them.
- Evidence required
- Time-on-task and approval-cycle data from a range of productions; a documented baseline; a comparison design across at least two teams.
- A real outcome
- Measurable reduction in a specific, named bottleneck — measured against the pre-intervention baseline, not against an industry average.
- Who it lands on
- ProducersLine producersCoordinatorsAccountantsVendor managersCrew
02
Talent & Work
Discovery, professional identity, credits, skills, opportunity access, and career continuity.
- The problem, as a hypothesis
- Matching people to work depends on referrals and proximity, so capable people and suitable work fail to find each other even when both are available.
- What is missing
- Professional identity is assembled from inconsistent records across employers, so neither the person nor the hiring party can verify experience reliably or quickly.
- What could be tried
- Build a consented, portable work-and-credits record, and test matching approaches that surface candidates beyond existing referral networks.
- Evidence required
- Matching outcome data across participating productions; comparison of referred and non-referred candidate outcomes; consent and withdrawal rates.
- A real outcome
- Higher fill quality or shorter time-to-fill on matched work, with no reduction in retention or engagement.
- Who it lands on
- TechniciansPerformersCasting agenciesProducersLocation managers
03
Rights & Revenue
IP ownership, licensing, royalty visibility, metadata, attribution, and rights commercialisation.
- The problem, as a hypothesis
- Ownership chains, licensing terms, and royalty flows are opaque at every step, so value that is contractually owed is difficult to trace or claim.
- What is missing
- There is no shared, neutral representation of who owns what under which terms — each organisation holds its own partial truth, and no party is positioned to reconcile them.
- What could be tried
- Establish agreed rights metadata standards and a neutral dispute pathway, then test a lightweight clearance workflow with participating creators and rightsholders.
- Evidence required
- Chain-of-title reconstruction for a sample of works; royalty reconciliation against contracts; participant willingness to adopt a standard.
- A real outcome
- Reduced time and cost to clear a sampled work, with a documented reduction in unresolved royalty exceptions.
- Who it lands on
- Rights ownersPublishersLabelsCreatorsLicensing businessesPlatforms
04
Distribution & Discovery
Regional content distribution, independent film access, audience discovery, localisation, and cross-border reach.
- The problem, as a hypothesis
- Work that is finished and releasable frequently cannot find an audience, and the point at which it stops travelling is rarely identified or recorded.
- What is missing
- Because the journey of a title is not documented after release, the industry cannot distinguish a work that failed to travel from one that was never given the chance.
- What could be tried
- Instrument the distribution journey of a cohort of regional and independent titles, then test a targeted discovery and positioning intervention.
- Evidence required
- Title-by-title journey records with reasons for each step; comparable data for works that did and did not travel; exhibitor and platform willingness to participate.
- A real outcome
- A documented increase in reach for the treated cohort, with the mechanism for each increase understood well enough to explain it.
- Who it lands on
- Independent producersRegional producersDistributorsExhibitorsPlatformsAudiences
05
Creator Economy
Brand matching, platform dependence, campaign coordination, audience relationships, and sustainable monetisation.
- The problem, as a hypothesis
- Independent creators carry the risk of a single revenue relationship and rarely have a negotiating position, a rights position, or a plan for when their main platform changes.
- What is missing
- Creator and brand priorities are never expressed in a comparable form, so matching depends on whichever intermediary happened to know both sides.
- What could be tried
- Define a shared, minimal description of audience and intent, then test a matching mechanism that keeps both sides in control of their own data.
- Evidence required
- Matching outcomes across a cohort; creator-reported change in campaign alignment; evidence of whether concentration on one platform actually reduced.
- A real outcome
- More and better-matched partnerships per creator, and a measurable change in dependence concentration — not a claim that dependence is solved.
- Who it lands on
- Independent creatorsCreator managersBrand partnership teamsAgenciesPlatforms
06
Workforce & Education
Skills intelligence, training relevance, portfolio development, industry readiness, and employment outcomes.
- The problem, as a hypothesis
- Training providers cannot consistently demonstrate which programmes lead to work, because employment outcomes are not tracked back to the training that produced them.
- What is missing
- There is no agreed way to describe a person's working capability, so employers evaluate signals that are expensive to verify and students receive advice that is not evidence-based.
- What could be tried
- Agree a minimal outcome-tracking standard between providers and employers, and test whether publishing results changes programme behaviour.
- Evidence required
- Employment outcome data linked to cohorts; employer satisfaction measures; a control or comparison group of programmes.
- A real outcome
- A measurable improvement in placement or retention for tracked cohorts, with the limitations of the tracking method stated.
- Who it lands on
- Training providersAcademiesEmployersStudentsPolicy institutions
07
Live Entertainment
Venue discovery, event coordination, vendor capabilities, ticketing, accessibility, and event learning.
- The problem, as a hypothesis
- Small and mid-scale promoters make high-consequence decisions about venues, crews, and ticketing on incomplete information, and the consequences land on people who were not in the room.
- What is missing
- Operational reliability of a venue, crew, or ticketing provider is mostly known by reputation, which does not travel to a promoter working outside their usual circuit.
- What could be tried
- Publish a verified capability and reliability record for venues, crews, and ticketing providers, and test whether it improves event outcomes for new promoters.
- Evidence required
- Reliability outcomes for covered providers; promoter decision quality before and after access; event-level outcome data.
- A real outcome
- Fewer preventable event failures in the treated group, and a reduction in the cost of evaluating a provider from scratch.
- Who it lands on
- PromotersVenue operatorsCrewTicketing companiesAudiencesArtists
08
Audience & Community
Accessibility, affordability, language availability, representation, fan participation, and community value.
- The problem, as a hypothesis
- Barriers that prevent access are experienced directly by audiences but rarely reach the people who could remove them, because there is no usable channel carrying the detail.
- What is missing
- The people who notice a barrier are rarely the people with the authority to fix it, and the information does not currently travel between them in a structured way.
- What could be tried
- Build a consent-based access-obstruction reporting channel with defined routing to responsible parties, and track whether reported obstructions are resolved.
- Evidence required
- Reported obstruction volumes and resolution rates by responsible party; independent verification of a sample; participant trust measures.
- A real outcome
- A higher share of reported obstructions resolved, with a clear account of which obstructions remain unresolved and why.
- Who it lands on
- AudiencesAccessibility communitiesCultural organisationsExhibitorsPlatformsRegional audiences
09
Financing & Investment
Project readiness, information gaps, risk analysis, transparent assumptions, and access to relevant partners.
- The problem, as a hypothesis
- Capital is allocated against assumptions that are rarely tested, so the same expectation is repeatedly wrong in similar ways across unrelated projects.
- What is missing
- Project-level outcomes are rarely returned to the people who made the investment decision, so the industry repeats expensive errors instead of learning from them.
- What could be tried
- Establish a structured, confidential post-completion review standard and test whether it changes subsequent decision quality.
- Evidence required
- Pre- and post-project assumption records; comparable decision quality over time; financier willingness to participate.
- A real outcome
- A measurable reduction in the gap between documented assumption and observed outcome, with an explanation of what still cannot be predicted.
- Who it lands on
- InvestorsProducersFinanciersInsurersBanksRegional producers
10
Technology & Infrastructure
Workflow interoperability, AI adoption, secure collaboration, metadata standards, and underused capabilities.
- The problem, as a hypothesis
- Each company has invested heavily in tools that do not speak to each other, so the interoperability cost falls on the same production teams that are already under time pressure.
- What is missing
- The real obstacle to interoperability is rarely the software — it is that no shared convention exists for how production information should be expressed and exchanged.
- What could be tried
- Define a minimal shared metadata and exchange convention for a single workflow step, and test whether it removes meaningful friction before attempting broader standardisation.
- Evidence required
- Time spent on manual reconciliation for the targeted step; error rates; the willingness of competing vendors to conform to a shared convention.
- A real outcome
- Measurably less reconciliation time and fewer downstream errors for the targeted step, with a clear statement of what remains non-standard.
- Who it lands on
- Production teamsTechnology providersStudiosVendorsPlatforms