HCL-26-054: AI Labor Displacement — Economic Continuity and Household Resilience Framework

Should the government create a new agency to control people displaced by AI? No—the Homeland Controls Study Committee recommends against a new control-oriented department and instead calls for a coordinated, rights-protective National Economic Continuity and Human Resilience Framework built from existing agencies, activated by published thresholds rather than political discretion.

Committee Finding

The Committee finds that the nation should begin building a government framework now, but should not create a new permanent control-oriented department or declare a present national emergency. The analyses identify a plausible planning risk: artificial intelligence, advanced software, robotics, and related automation may reduce access to stable work for a large and persistent share of the population through diminished hiring, reduced hours, wage compression, loss of benefits, contract-income collapse, labor-force withdrawal, and failure of entry-level career pathways.

This is not merely an unemployment-insurance issue. It is a household-continuity issue. A formal unemployment rate captures only workers actively seeking work. It can miss workers pushed into inadequate hours, lower-paid work, unstable contracting, lost benefits, discouraged labor-force exit, and blocked entry into a first career-track job. It also misses spouses, children, dependent parents, disabled household members, and other people whose stability relies on an affected earner.

The government must therefore prepare to preserve economic continuity, basic rights, and meaningful participation—not to monitor, classify, restrict, or control the people harmed by labor-market change.

Principal Recommendation

The Committee recommends the immediate establishment, by statute or executive action within existing authority where available, of a National Economic Continuity and Human Resilience Framework. The Framework should be a coordinated federal-state-local preparedness system rather than a new permanent cabinet department.

Its mission should be:

To prevent technology-related labor displacement from becoming permanent household insecurity; preserve access to income, benefits, housing, food, health care, caregiving, education, and lawful opportunity; strengthen productive capacity; and protect the equal civil rights and dignity of every affected person.

The Framework should be initially authorized for a 24-month build-and-test period, with public reporting, independent oversight, clear limitations, and a congressional review before any permanent institutional expansion.

Recommended Government Structure

1. National Economic Continuity Council

Create a National Economic Continuity Council, chaired by a presidentially designated coordinator and supported by a small executive secretariat. The Council should coordinate existing authorities rather than absorb or replace existing agencies.

Core membership should include senior representatives from:

• Department of Labor
• Department of Commerce
• Department of the Treasury
• Department of Education
• Department of Health and Human Services
• Department of Housing and Urban Development
• Department of Agriculture
• Department of Energy
• Department of Transportation
• Small Business Administration
• Office of Management and Budget
• Domestic Policy Council
• National Economic Council
• relevant civil-rights, privacy, and data-governance offices

The Council should also include structured participation from state, local, territorial, and tribal governments; workers; employers; disability advocates; caregivers; community organizations; economists; technologists; civil-liberties counsel; workforce-system operators; and people with direct experience of long-term unemployment or economic insecurity.

The Council’s role should be strategic coordination, publication of thresholds, resolution of interagency barriers, and annual reporting to Congress and the public. It should not become a centralized case-management agency or a registry of unemployed people.

2. National AI Labor and Civil Continuity Observatory

Establish an independent analytical component within the Framework: the National AI Labor and Civil Continuity Observatory.

The Observatory should produce transparent, privacy-protected national and regional assessments of:

• Hiring, replacement hiring, separations, layoffs, job openings, and entry-level job availability.
• Hours, earnings, benefits, contract income, involuntary part-time work, and wage deterioration.
• Long-term unemployment, recurring joblessness, labor-force exit, and early retirement.
• Employer-sponsored coverage loss, health-coverage transitions, food insecurity, rent arrears, mortgage stress, eviction filings, utility shutoffs, and shelter demand.
• Child-care availability, caregiver burden, disability-service continuity, behavioral-health demand, and crisis-service capacity.
• Local tax receipts, benefit-processing backlogs, fiscal reserves, service capacity, and critical-workforce shortages.
• The location and quality of training, paid apprenticeship, job-redesign, and reemployment pathways.

The Observatory’s normal unit of analysis should be the occupation, industry, labor market, region, cohort, household category, or anonymized program outcome. It must not create individual employment-risk scores, a national registry of economically vulnerable people, political or religious profiles, benefit passports, or systems that condition civil rights on work status.

3. Federal-State Economic Continuity Compacts

Invite each state, territory, and tribal government to enter an Economic Continuity Compact. Compacts should establish common data standards, benefit-delivery interoperability, administrative surge procedures, appeal rights, fraud controls, and shared activation protocols.

Federal grants should prioritize jurisdictions that complete readiness plans covering unemployment and wage-insurance administration, housing and food stabilization, health-coverage transitions, child care, caregiving, behavioral health, digital access, fraud recovery, workforce training, and local fiscal continuity.

Local implementation must remain flexible. States and communities should be able to use transparent federal funding for locally appropriate responses, including transportation, broadband, community-college partnerships, small-business support, care-sector workforce development, infrastructure work, repair and maintenance training, and worker-ownership initiatives.

4. Independent Rights, Privacy, and Fiscal Review Board

Create an independent review board separate from the operating agencies. Its membership should include civil-rights lawyers, privacy specialists, economists, state and local administrators, disability advocates, labor representatives, caregiver representatives, technologists, and public-interest organizations.

The Board should:

• Audit data practices, eligibility rules, automated decision systems, error rates, appeals, and disparate impacts.
• Review program costs, financing assumptions, inflation and supply-capacity risks, and emergency authorities.
• Publish regular public findings and corrective recommendations.
• Receive complaints concerning rights violations, improper data use, discrimination, or benefit-delivery failures.
• Require public explanation and sunset review for extraordinary measures.

No agency should be permitted to use an AI-displacement response as a reason to weaken due process, privacy, nondiscrimination protections, or judicial review.

Response Architecture

The Committee recommends a graduated framework in which intervention follows transparent evidence rather than political discretion or a single headline unemployment rate.

Level	Condition	Required Government Action
Level 0 — Monitoring	Isolated risks remain within ordinary program capacity	Publish data, maintain research, test delivery systems, and preserve preparedness funding
Level 1 — Targeted Adjustment	Two adverse indicators persist for two quarters in a cohort, occupation, or labor market	Expand work sharing, targeted retraining tied to jobs, child-care support, wage insurance pilots, and local grants
Level 2 — Regional Continuity Activation	One severe indicator or four adverse indicators occur in at least three labor markets	Activate housing, food, health, caregiving, local-fiscal, and administrative-capacity stabilizers
Level 3 — National Employment Emergency	Severe employment or income deterioration occurs across at least five states for two quarters with related household stress	Expand national income continuity, benefit delivery, worker-transition systems, state aid, and supply-capacity investment
Level 4 — Civil Continuity Emergency	Level 3 conditions coincide with sustained failure in housing, food, health, care, local services, or critical-workforce capacity	Conduct time-limited national civil-continuity operations under statutory safeguards, independent oversight, and recurring congressional review

Every threshold, indicator definition, data source, and activation decision should be published. Escalation must unlock assistance, delivery capacity, fiscal support, and supply-building measures—not surveillance, detention, compulsory labor, movement restrictions, censorship, political screening, religious screening, or suspension of due process.

Priority Actions to Populate the Framework

Income and Benefit Continuity

The Framework should direct agencies to modernize systems before they are overwhelmed. Priority measures include:

• Interoperable, faster unemployment-insurance administration with strong identity recovery, fraud prevention, human review, and appeal rights.
• Short-time compensation and work-sharing programs that help firms reduce hours and replace part of lost income rather than concentrate losses in layoffs.
• Time-limited wage insurance for workers who return to work at materially lower pay.
• Income-continuity options for qualifying independent workers, contractors, and workers with recurring short employment spells.
• Portable health, retirement, leave, disability, training, and benefit accounts that follow workers across employers and periods of caregiving or retraining.

The Framework should favor graduated support. Temporary hours loss, lower-paid reemployment, benefit loss, full job loss, long-duration displacement, and regional collapse require different levels of assistance. A single permanent benefit is neither fiscally prudent nor responsive to actual household need.

Career Access and Productive Participation

The country must preserve routes into skilled work before entry-level pathways disappear. The Committee recommends:

• Paid apprenticeships and work-based learning in technology, health care, construction, energy, manufacturing, infrastructure, repair, cybersecurity, public administration, and care work.
• Junior-role preservation incentives for employers receiving federal AI incentives, procurement awards, transition grants, or infrastructure support.
• Employer disclosure of significant AI-related task redesign, changes in entry-level hiring, layoffs, contractor use, hours, pay, benefits, training investment, and worker outcomes.
• Public funding for training only where providers demonstrate real employer demand, paid work pathways, completion outcomes, wages, and retention at 6, 12, and 24 months.
• Voluntary, fairly compensated public-purpose work pathways in elder care, disability support, child care, tutoring, public health, environmental restoration, disaster readiness, records modernization, and infrastructure inspection.

These pathways must offer fair wages, benefits, worker voice, portable credentials, and the freedom to leave for other opportunities. They must never become compulsory labor or a condition for basic subsistence.

Household Stabilization

The Framework should pre-authorize targeted, time-limited stabilizers for regions that cross published thresholds. These should include:

• Rental assistance, eviction prevention, mortgage-forbearance coordination, utility support, shelter capacity, and affordable-housing supply measures.
• Food-assistance administrative surge capacity, school-meal continuity, local food-distribution support, and emergency nutrition access.
• Health-coverage transition assistance, medication continuity, behavioral-health capacity, and access to disability supports.
• Child-care subsidies, caregiver respite, elder-care support, and disability-service continuity.
• Transportation, broadband, device access, legal aid, and benefits-navigation support needed for workers and caregivers to participate in training or reemployment.

The objective is to prevent a temporary loss of work from becoming eviction, foreclosure, hunger, untreated illness, loss of care, family breakdown, homelessness, or long-term labor-force exclusion.

Supply Capacity and Fiscal Resilience

The Committee finds that transfer payments alone cannot solve a prolonged displacement crisis. Household support creates purchasing power; it does not create housing, medical care, child-care slots, energy, transportation, construction capacity, food access, or skilled labor.

Each major income-support action should therefore be paired with supply expansion in:

• Housing construction, rehabilitation, utility modernization, and lawful permitting reform.
• Energy, grid, water, transportation, broadband, and repair infrastructure.
• Health, behavioral-health, home-health, disability-service, child-care, and elder-care workforces.
• Skilled trades, construction, maintenance, manufacturing, food distribution, and regional small-business capacity.

At a modeled 10 percent official unemployment rate, the underlying analysis estimates that a broader group of 30 to 50 million workers could experience material economic instability, with 55 to 85 million people affected when dependent household members are included. Under the report’s support assumptions, direct annual federal support could be approximately $1.4 trillion to $2.2 trillion before lost revenue; combined fiscal deterioration could reach roughly $1.9 trillion to $3.1 trillion. These figures are planning ranges, not forecasts. They demonstrate why prevention, work preservation, rapid reattachment to productive activity, and supply expansion are less costly than attempting to support tens of millions of fully dependent households after systems have failed.

Legal and Ethical Guardrails

The Committee recommends that the authorizing charter explicitly prohibit:

• Generalized domestic surveillance of unemployed, underemployed, disabled, retired, caregiving, or displaced people.
• Individual economic-risk scoring, national registries of vulnerable persons, or benefit, employment, or movement passports.
• Political, religious, racial, genetic, medical, or ideological screening.
• Compulsory labor, coercive work requirements that deny subsistence, involuntary treatment, detention, or restrictions on movement, association, worship, speech, voting, or due process.
• Denial of food, housing, health care, child care, caregiving support, legal process, or essential public services based on employment status.
• Punitive or stigmatizing classifications that treat people as economically disposable, dangerous, or less deserving of rights.

Data systems must follow minimization, purpose limitation, security controls, independent audit, retention limits, access controls, appeal rights, and public transparency. The nation does not need a permanent database of economically insecure people to recognize aggregate risks and organize support.

Recommended 24-Month Implementation Schedule

First 45 Days

• Publish the Council charter, membership, conflict-of-interest rules, evidence standards, and civil-rights safeguards.
• Establish the independent Rights, Privacy, and Fiscal Review Board.
• Publish the proposed Observatory methodology, data-minimization rules, retention limits, and public-comment process.
• Inventory existing federal and state authorities, benefit systems, program bottlenecks, and data-sharing constraints.

First 90 Days

• Deliver a national baseline identifying priority occupations, regions, early-career pathways, household-dependency exposures, benefit-system gaps, and local delivery vulnerabilities.
• Issue model Economic Continuity Compact terms for states, territories, and tribal governments.
• Identify immediate modernization projects for unemployment insurance, identity recovery, appeals, fraud controls, and benefits navigation.

First 180 Days

• Release the first public AI Labor and Civil Continuity Dashboard, including uncertainty ranges and all indicator definitions.
• Publish threshold rules for Levels 0 through 4 and a public explanation of actions automatically available at each level.
• Launch limited pilots for work sharing, wage insurance, portable benefits, paid entry pathways, caregiver support, and local continuity grants.

Months 6 Through 12

• Test interstate benefit interoperability, administrative surge capacity, and appeals systems.
• Implement employer-reporting rules tied to future federal AI incentives, procurement, grants, or infrastructure support.
• Fund regional supply-capacity pilots in housing, energy, care work, skilled trades, infrastructure, and local economic diversification.
• Publish quarterly rights, privacy, fiscal, and program-performance audits.

Months 12 Through 18

• Complete state and local readiness assessments covering benefit delivery, housing stabilization, health access, food systems, child care, caregiving, behavioral health, local fiscal capacity, and critical-workforce shortages.
• Evaluate pilot outcomes using comparable measures of household stability, earnings, reemployment quality, training completion, retention, administrative accuracy, fraud loss, appeals, and civil-rights compliance.

By Month 24

• Submit a statutory options report to Congress stating which capabilities should remain within existing agencies, which require new authority, estimated fiscal ranges, financing options, and sunset provisions.
• Include a formal determination on whether persistent multi-sector, multi-region displacement exceeds the management capacity of existing institutions.
• Recommend a permanent Department of Economic Continuity and Human Resilience only if the statutory threshold described below has been met.

Threshold for a Future Department

The Committee does not recommend creating a permanent cabinet-level department now. Existing agencies should be strengthened and coordinated first.

Congress should consider a future Department of Economic Continuity and Human Resilience only when all of the following conditions are present:

1. Persistent, multi-sector, multi-region displacement has exceeded the coordinated management capacity of existing agencies.
2. Transparent evidence shows that conventional workforce, benefit, housing, health, child-care, caregiving, and local-fiscal systems cannot deliver support at the required scale.
3. Congress authorizes a narrow statutory mission, appropriations, oversight, judicially reviewable rights protections, public reporting, and periodic sunset review.
4. The institution is designed to preserve economic continuity and human resilience—not to control, categorize, or restrict affected people.
5. Independent review demonstrates that the institution reduces household harm without expanding surveillance, coercion, discrimination, or indefinite emergency powers.

Final Committee Judgment

The prudent recommendation is neither complacency nor a new apparatus for controlling people who lose access to stable work. It is a durable preparedness framework that can be populated now by existing agencies, states, communities, employers, workers, and civil-society institutions.

The national goal must be to prevent AI-related productivity gains from producing permanent exclusion, household instability, and unaffordable fiscal dependence. The government should prepare early-warning systems, modern benefit delivery, work sharing, wage insurance, portable benefits, paid career pathways, household stabilizers, local resilience capacity, and supply-side investment before a severe disruption occurs.

A person displaced by technology remains a full citizen with equal dignity, rights, and a claim to lawful public institutions that protect continuity and opportunity. The measure of success is not the government’s capacity to manage an unemployed population. It is the country’s capacity to ensure that technological change expands human security, participation, and flourishing rather than leaving people and their families behind.