Skip to content

THEORY_OF_CHANGE.md

Latest commit

 

History

History
403 lines (202 loc) · 5.83 KB

THEORY_OF_CHANGE.md

File metadata and controls

403 lines (202 loc) · 5.83 KB
Raw

D15 Theory of Change

Expanding economic participation and access in the AI era through human intelligence infrastructure.

Overview

D15 is built on a simple but urgent belief:

The future of AI should not be shaped by a privileged few while billions are excluded from participating in the systems they help power.

AI systems increasingly depend on:

Human judgment

Data contribution

Cultural context

Evaluation

Review

Correction

Yet access to earning within the AI economy often remains gated by:

Technical skill barriers

Device barriers

Network barriers

Educational barriers

Geographic barriers

Institutional exclusion

D15 exists to reduce those barriers while increasing meaningful participation.

Core Problem

Historically excluded communities — particularly low-income populations, underrepresented racial and ethnic groups, smartphone-first/mobile workers, and people without traditional technical credentials — are often:

Most affected by AI systems

Least represented in their development

Least compensated for their contribution

Least positioned to benefit economically

This creates:

Economic exclusion + intelligence extraction

D15’s Theory:

If we create mobile-first, trust-centered, ethically governed pathways for people to contribute to AI systems,

then more people can directly participate in the economic upside of AI,

while

AI systems gain broader, richer, more representative human intelligence.

Theory of Change Model

INPUTS

What D15 builds:

DollarFifteen mobile-first contributor platform

Contributor education + AI literacy

Consent + data rights systems

Rewards + compensation architecture

Verification + trust systems

D15 Enterprise intelligence infrastructure

ACTIVITIES

What contributors do:

Label

Review

Evaluate

Correct

Provide context

Participate in AI-related tasks

What D15 does:

Routes tasks

Improves contributor quality

Protects participation rights

Expands opportunities

Connects contributors to economic pathways

OUTPUTS

Immediate outcomes:

Increased contributor participation

First AI-economy earnings

AI literacy growth

Trust-building

Contributor retention

Better enterprise intelligence quality

SHORT-TERM OUTCOMES

More inclusive participation in AI systems

Increased earnings access

Reduced technical barriers

Better workforce entry points

Higher contributor confidence

MID-TERM OUTCOMES

Contributor specialization

Workforce mobility

Better representation in AI pipelines

Enterprise-grade intelligence pathways

Community trust ecosystems

LONG-TERM IMPACT

A more inclusive AI economy where historically excluded populations gain direct pathways to economic participation, skill development, and infrastructure relevance.

Primary Impact Thesis

D15 is not only about jobs.

It is about:

Economic participation in one of the most important technological shifts of the century.

Key Populations

DollarFifteen and D15 may particularly benefit:

Black communities

Latina/o communities

Women

Immigrant/Migrant communities

Rural communities

Foster youth / transitional populations

Workforce development ecosystems

Community college students

HBCUs and HSIs

Smartphone-first/mobile workers

Global underrepresented populations

Why Mobile First Matters

We designed this product to serve those who do not necessarily have:

A technical degree or signficiant technical experience

Readily accessible laptop/desktop hardware

Consistently reliable Wifi Infrastructure

An office based/wfh job

But who can still contribute meaningfully.

Mobile-first design lowers:

Access friction

Social + Economic Design Principle

D15 aims to create:

Learn

Earn

Grow

Not:

Extract

Burn

Replace

Measuring Impact

Immediate Metrics:

Signup rates

Contributor activation

First earnings

Consent completion

Retention

Economic Metrics:

Contributor earnings

Repeat earnings

Payout frequency

Specialist upgrades

Inclusion Metrics:

Demographic reach

Device accessibility

Geographic diversity

Workforce partnership growth

Long-Term Metrics:

Career progression

Contributor LTV

Enterprise tier transitions

AI literacy development

Strategic Distinction

Many systems may frame similar work as:

Temporary labor

Piecework

Disposable tasks

D15 frames it as:

Infrastructure participation

That distinction changes:

Product design

Ethics

Compensation

Brand

Partnerships

Risks + Safeguards

D15’s theory only works if:

Contributors are not exploited

Compensation remains real

Consent is clear

Quality pathways exist

Growth is possible

Without these:

Inclusion can become performative

Partner Ecosystem Potential

D15’s theory of change may be strengthened through:

HBCUs

Community colleges

CDFIs

Workforce organizations

Social impact funds

Corporate sponsors

Public-private innovation ecosystems

Long-Term Strategic Goal

D15 does not only seek to place people into tasks.

It seeks to build:

A legitimate participation pathway into the AI economy.

Founder Doctrine

The communities shaping AI’s future should not only be subjects of technological change.

They should be participants in its economic upside.

Final Doctrine

AI should not only be built for people.

It should create meaningful pathways for people to help shape, strengthen, and benefit from it.