Public-Interest Research Notice
This research was prepared as a neutral, public-interest resource for policymakers, employers, workforce leaders, and community stakeholders. It does not promote or represent any specific program, organization, or commercial offering.
Executive Summary
The Commonwealth of Kentucky is currently navigating a period of unprecedented economic transition. While historic investments in workforce development, upskilling, and advanced manufacturing recruitment have successfully positioned the state as a leader in regional industrial growth, a structural misalignment is emerging that threatens to cap the stateโs economic potential. This report identifies housing instability as the primary non-academic barrier to workforce retention and labor force participation. As of early 2026, research indicates a statewide housing deficit exceeding 206,000 units, a gap that is projected to widen as major industrial announcements attract thousands of new workers to regions with limited inventory.1
Current talent pipeline strategies frequently focus on technical instruction and credentialing, yet the evidence suggests that the return on investment for these programs is significantly diminished when workers face rent volatility, excessive commute times, or the lack of attainable housing near employment centers. For employers, this manifests as elevated turnover ratesโreaching as high as 65% in home-based care sectorsโand a “leaky pipeline” where state-trained talent migrates to peer states with more robust housing infrastructure.3 This brief analyzes the causal relationship between housing and workforce outcomes, drawing on successful execution patterns from Kentucky and comparable U.S. states to provide a framework for institutional leaders to treat housing as a critical workforce multiplier.

The WorkforceโHousing Disconnect
Training Investment Growth vs. Retention Outcomes
Kentuckyโs strategic focus on upskilling has yielded robust infrastructure for talent creation. Programs administered through the Cabinet for Economic Development, such as the Bluegrass State Skills Corporation (BSSC), have allocated over $12.6 million in grants and tax credits to support the training of nearly 43,000 employees.5 Furthermore, the KCTCS TRAINS program provides customized, in-depth employee training at a fraction of the cost to companies, while more than $200 million has been invested in physical training facilities statewide.5 These investments have successfully increased the supply of credentialed workers in high-demand sectors like advanced manufacturing and healthcare.
However, a fundamental disconnect exists between the production of skilled labor and the retention of that labor within the local economy. The efficacy of a workforce training program is often measured by completion rates, but for long-term economic stability, the critical metric is post-training retention. In regions like Lexington, where median home prices have increased by 100% over the last decade while median wages have grown by only 30%, even workers who successfully upskill often find themselves priced out of the communities where their new skills are in demand.1
This wage-to-price gap creates a “talent leakage” effect. When a worker completes a state-funded apprenticeship but cannot secure housing within a reasonable proximity to their employer, the probability of them leaving the regional labor market increases. Consequently, the public and private capital invested in their training does not yield the intended long-term local tax revenue or industrial stability. Instead, the investment serves a mobile workforce that is forced to seek more attainable living conditions elsewhere.
Commute, Rent Volatility, and Licensing Timelines
Housing instability is not a binary state of being housed or unhoused; rather, it exists on a spectrum of insecurity that directly impacts workplace performance. Rent volatilityโthe risk of sudden, significant increases in housing costsโinduces cognitive stress that researchers have linked to decreased productivity and higher rates of workplace errors.6 In Kentucky, rental prices in major hubs have increased by 47% in the last five years alone, significantly outstripping the cost-of-living adjustments typically offered in entry-to-mid-level roles.1
The “commute burden” also acts as a hidden tax on the workforce. As affordable housing is pushed to the geographical peripheries of Kentuckyโs urban and industrial centers, the average commute time for the hourly workforce has lengthened. This increases the fragility of the employment relationship. Long commutes are highly correlated with increased absenteeism and tardiness, particularly in shift-based manufacturing where a single late arrival can disrupt a production cell.8
Furthermore, housing stability is a prerequisite for professional compliance. In many of Kentucky’s high-demand service sectors, such as healthcare and the beauty industry, the 2026 shift toward biennial licensing renewals emphasizes the need for stable residential documentation.10 Licensing boards increasingly require “compliance-first documentation”โincluding consistent residential recordsโto manage renewals and audits. Workers facing housing transience are at a higher risk of administrative lapses in their licensure, leading to involuntary exits from the workforce even when their technical skills remain sharp.10
Family Stability and the Multi-Generational Talent Pipeline
The implications of housing instability extend beyond the current worker to the future workforce. Research into the “stability pathway” shows that children in households that move three or more times in a single year are significantly more likely to develop chronic health conditions and suffer from educational setbacks.11 These children represent the future talent pool of the Commonwealth. When the current workforce lacks housing stability, the state effectively compromises the educational attainment and economic readiness of the next generation of workers.
Conversely, data from long-term mobility studies shows that children who move from high-poverty environments to stable, low-poverty neighborhoods before age 13 are more likely to attend college and earn higher incomes as adults.11 Therefore, investments in current workforce housing are also investments in the long-term human capital of Kentucky, ensuring that the state does not have to perpetually remediate educational gaps in its entry-level talent pool.
| Metric | Kentucky Housing & Wage Trends (2014โ2024) | Source |
| Median Home Price Growth | +100% | 1 |
| Median Household Wage Growth | +30% | 1 |
| Statewide Housing Unit Deficit | 206,000 to 206,207 | 1 |
| Projected Housing Deficit (2029) | 280,000+ | 12 |
| Rental Price Growth (5-year) | +47% | 1 |
| Workforce Participation Rate (KY) | 56.9% (vs. 63.4% in IN) | 8 |
What the Evidence Shows
National and Kentucky-Relevant Data
The relationship between housing supply and economic competitiveness is underscored by the current workforce participation crisis. Kentuckyโs participation rate has trended downward since 2000, consistently remaining below both the national average and those of neighboring states.14 Business leaders across the Commonwealth have reached a consensus on this issue: 43% of employers now rank affordable housing as a top legislative priority, placing it on the same tier of urgency as workforce development itself (54%).15
Economic modeling suggests that housing development is a potent engine for broader economic growth. Building 1,000 single-family homes in Kentucky is estimated to generate a one-year economic impact of 3,764 full-time jobs and $316.7 million in total income.8 However, 89.8% of local community leaders report that their areas are currently unable to meet the housing demands that would follow a major economic development announcement.8 This suggests that without a concerted effort to expand housing supply, Kentucky may be forced to turn away prospective industrial investments due to an inability to house the required personnel.
Immigrant Workforce Integration Challenges
Kentuckyโs economic resilience is increasingly tied to its immigrant workforce, which serves as a critical filler for labor shortages in both high-skill and labor-intensive sectors. Immigrants are 36.7% more likely to be actively employed than native-born Kentucky residents, largely because a higher proportion of the immigrant population falls within the prime working-age band of 25 to 54.16
The immigrant contribution is particularly concentrated in sectors vital to the Commonwealthโs future:
| Sector | Immigrant Share of Kentucky Workforce | Source |
| Software Developers/Engineers | 24% | 17 |
| Computer Programmers | 19.7% | 16 |
| Physicians and Surgeons | 16% | 16 |
| Construction Workers | 12% | 17 |
| Small, Independent Business Owners | 13% | 17 |
| Farm Laborers/Animal Breeders | 34.7% | 16 |
Despite their vital role, immigrant workers face unique barriers to housing stability. Regulatory hurdles regarding documentation often delay their ability to secure leases or mortgages, and they are disproportionately affected by the state’s housing shortage in the construction sector. There is a specific irony noted in research: while 12% of the construction workforce is comprised of immigrants, stricter immigration or housing policies could paradoxically reduce the stateโs capacity to build the very homes needed to house all Kentucky residents.17 For this population, “compliance-first documentation” is not just a regulatory hurdle but a barrier to entry for the local economy.18
Employer Turnover and Hidden Costs
For Kentucky employers, housing instability is an operational risk that translates into quantifiable financial loss. High turnover rates in essential sectors like healthcare are increasingly attributed to the financial stress of the workforce. In 2022, turnover rates in nursing homes reached 94%, while at-home care providers experienced 65% turnover.4
The financial burden of this turnover includes:
- Separation Costs: Severance, unemployment insurance claims, and administrative time for exit interviews.4
- Hiring Costs: Average replacement cost for a regular position is six to nine months of the employeeโs salary, while specialized healthcare roles can cost up to 200% of the annual salary.4
- Productivity Loss: New hires typically require 30 to 90 days to reach full productivity, during which time the organization pays full salary and benefits for reduced output.4
A study published in the American Journal of Preventive Medicine estimated that employee burnout and disengagementโoften exacerbated by financial and housing stressโcost a 1,000-employee company approximately $5.04 million annually.6 In the healthcare sector, the average cost of turnover for a single staff registered nurse is approximately $46,100.4 These figures suggest that housing-stabilization programs could be more cost-effective for employers than the continuous cycle of recruitment and training.
| Role/Condition | Estimated Annual Cost to Employer | Source |
| Staff RN Turnover | $46,100 per nurse | 4 |
| Specialized Clinician Turnover | up to 200% of annual salary | 4 |
| Burnout (Hourly Non-Manager) | $3,999 per employee | 6 |
| Burnout (Manager) | $10,824 per employee | 6 |
| General US Worker Replacement | $50,000 per worker | 4 |
The “Stability Pathway” and Healthcare Outcomes
There is a measurable correlation between housing stress and healthcare expenditures. For every 1% increase in housing stress, household healthcare costs rise by an average of 0.141 units.7 This is driven by the fact that housing instability leads to declines in health status and disposable income, which in turn increases the reliance on emergency services rather than preventative care.7 In Oregon, providing access to stable, affordable housing for a population of 10,000 individuals led to a 12% decrease in Medicaid expenditures and a 20% increase in outpatient primary care visits.19 For Kentucky, where public health outcomes and workforce participation are closely linked, stabilizing housing represents a primary prevention strategy for maintaining a healthy and active labor force.
Execution Patterns That Actually Work
Housing Proximity to Training and Employment
The most successful workforce-housing initiatives are those that physically align residential development with industrial hubs. “Residential overlays” in non-residential districtsโsuch as commercial or light manufacturing zonesโallow for the construction of housing in “by-right” zones, bringing workers closer to their places of employment.20 This reduces the commute burden and enhances the reliability of the talent pipeline.
In Kentucky, the Lexington “Transformational Affordability Housing Partnership” serves as a prototype for this approach. By utilizing a $10 million state investment to expedite site infrastructure, the partnership has been able to accelerate the delivery of affordable units specifically targeted at the local workforce.1 This strategy acknowledges that the private market often struggles with the high cost of site preparation (sewers, roads, and utilities) for affordable projects, and that targeted public intervention can “unstick” these developments.
Employer-Aligned Scheduling and Integrated Supports
Beyond physical proximity, “employer-aligned” strategies involve the integration of housing and social supports directly into the employment relationship. This does not necessarily require the employer to be the landlord, but rather involves the coordination of work schedules with regional transit or the provision of relocation assistance that includes long-term housing navigation.
Evidence from international talent pipelines suggests that a “30/60/90-day aftercare model” significantly improves retention.18 Under this model, new hires receive intensive support during their first three months to ensure role clarity, shift integration, andโmost importantlyโhousing stability. For domestic Kentucky workers, similar support systems could include partnerships between workforce boards and local housing authorities to provide “navigator” services for graduates of training programs.5
Compliance-First Documentation
As regulatory environments become more complex, “compliance-first documentation” is emerging as a critical success factor for workforce stability. This involves creating standardized, audit-ready systems for tracking employee credentials, residential status, and work eligibility.10
For Kentucky, where the Board of Cosmetology and other agencies are moving toward biennial renewal systems to reduce administrative burdens, the ability of a worker to maintain a stable “professional identity” depends on their residential stability.10 Successful execution patterns in this area include:
- Centralized Recordkeeping: Using digital platforms to maintain historical compliance documentation for workers, reducing the risk of license expiration due to a change in address.9
- Proactive Verification: Implementing automated systems to verify licensure and address status before lapses occur, ensuring continuous workforce eligibility.22
Outcome Transparency Without Added Burden
A common barrier to public-private housing partnerships is the perceived administrative burden of compliance and reporting. However, modern execution patterns utilize “transparency-driven analytics” to track the impact of housing investments on workforce outcomes without requiring heavy manual reporting from employers.22 By using existing data streamsโsuch as employment records and tax filingsโpolicymakers can measure the ROI of housing investments in terms of increased labor force participation and reduced reliance on public assistance.
Peer State Models: Indiana and Ohio
Indianaโs Residential Infrastructure Fund (RIF)
Indiana provides perhaps the most direct comparison for Kentucky leaders. In 2023, the Indiana General Assembly established the Residential Infrastructure Fund (RIF) via House Enrolled Act 1005.23 This revolving loan fund addresses the “infrastructure gap”โthe high cost of public utilities (water, sewer, streets) that often makes affordable housing development economically unfeasible for builders.
Key features of the Indiana RIF model:
- Funding Scale: Initial appropriation of $75 million, with an additional $50 million for the 2026-2027 biennium.24
- Rural Prioritization: 70% of the funds are set aside for municipalities with populations under 50,000, addressing the unique challenges of rural housing supply.23
- Policy Alignment: For a project to receive a high score, the local municipality must have adopted “housing-friendly” zoning, such as allowing duplexes in single-family zones or reducing parking mandates.24
- Workforce Connection: Applications require a letter of support from an employer stipulating that the housing is in “reasonable proximity to employment” and is needed to accommodate local job growth.23
As of late 2025, the RIF has supported the creation of more than 3,000 housing units across Indiana, providing a blueprint for how state-level infrastructure investment can unlock private-sector housing production.27
Ohioโs Single-Family Housing Tax Credit
Ohio has recently implemented a new single-family housing tax credit designed to encourage the construction of entry-level, “starter” homes.28 This model specifically targets the “missing middle”โhomes that are affordable for middle-income workers but are often no longer built by developers because the margins are higher on luxury properties. By providing a state-level tax credit to bridge the gap between construction costs and attainable selling prices, Ohio is actively competing with Kentucky for the same pool of manufacturing and technical talent.
Why This Matters for Kentucky Right Now
The RuralโUrban Mismatch
Kentucky is witnessing a historic shift in its rural economy. For the first time in nearly a decade, rural Kentucky experienced population growth between 2020 and 2024.29 This growth was partially fueled by the expansion of remote and hybrid work arrangements, which allowed individuals to relocate to rural areas while maintaining high-wage employment. However, 41% of the stateโs population (1.85 million people) now resides in these 85 rural counties, many of which lack the infrastructure to sustain this influx.29
The housing shortage in rural Kentucky is compounded by a lack of “build-ready” sites. While urban centers like Louisville and Lexington face high land costs, rural communities face high infrastructure costs relative to the potential market value of new homes. Without the intervention of a fund similar to Indiana’s RIF, rural Kentucky risks a return to population decline as new residents find themselves unable to secure long-term, high-quality housing.
Housing Supply Pressure and Economic Competition
The Kentucky Housing Task Force (established in 2024 and continuing into 2025) has identified 14 specific recommendations to address the state’s critical housing shortage.1 These recommendations focus on:
- Regulatory Reform: Easing state building code requirements for multifamily and “middle housing” to treat them similarly to single-family homes.1
- Cost Reductions: Allowing single staircases in certain apartment designs and imposing a two-year moratorium on code updates that raise construction expenses.1
- State Support: Expanding the Affordable Housing Trust Fund and creating a residential infrastructure revolving loan fund modeled after peer states.1
Without these reforms, Kentuckyโs “Work Ready” counties may find that their certification is a lagging indicator. A community can have high graduation rates and excellent training facilities, but if it lacks “housing abundance,” it cannot scale its workforce to meet the needs of a major new employer.20
Accountability Expectations for Public Investment
As the state considers historic appropriations for housing and infrastructure, there is an increased focus on accountability. Policymakers are looking for “compliance-first” models that ensure public funds are used efficiently. This includes:
- Evaluation of Regulation: Requiring state agencies to evaluate the impact of new regulations on housing affordability before they are adopted.1
- Mandatory Timelines: Implementing mandatory timelines for local development plan reviews, with automatic approvals or fee refunds for delays.1
- Targeted Investment: Ensuring that 70% of housing funds are directed toward communities with demonstrated job growth, similar to the Indiana model.26
Policy-Safe Discussion Prompts
To move from analysis to action, Kentucky leaders can utilize the following prompts in meetings, panels, or strategic planning sessions:
- On ROI and Training: “If we are spending $12.6 million annually on workforce training through the BSSC, what percentage of those trainees are we losing within two years due to housing-related relocation, and how can we bridge that gap?” 5
- On Regional Competition: “Given that Indiana has invested over $100 million in housing infrastructure to support its workforce, what is the risk to Kentucky’s industrial competitiveness if we do not match that level of commitment to site readiness?” 1
- On Regulatory Barriers: “Which specific local zoning rules or state building codes are currently preventing the development of ‘middle housing’ (duplexes and townhomes) in our high-growth corridors?” 1
- On Employer Participation: “How can we encourage major employers to provide letters of support for local housing projects, similar to the requirement in Indianaโs RIF program, to ensure new units are built where the jobs are?” 26
- On Immigrant Talent: “Since immigrants make up 24% of our software engineers and 16% of our physicians, how can we streamline documentation and housing navigation to ensure we retain this highly mobile, high-value talent pool?” 17
- On Rural Growth: “With rural Kentucky growing for the first time in a decade, what infrastructure investments are necessary to prevent this trend from reversing due to a lack of attainable housing for remote and hybrid workers?” 29
Conclusion: Housing as Economic Infrastructure
The evidence is clear: workforce training is necessary but insufficient for economic prosperity in the current market. Talent pipelines are physical as much as they are educational. A worker cannot participate in a training program they cannot reach, and they cannot stay with an employer if they cannot afford a home nearby. By treating housing as a “missing workforce multiplier,” Kentucky leaders can unlock the full potential of the stateโs historic investments in education and economic development. The shift toward a “housing-friendly” policy environment is not just a social imperative; it is a fundamental strategy for labor force participation and long-term industrial resilience.
HousingโWorkforce Alignment: A Practical Reference for Kentucky Leaders
3 Reasons Workforce Investments Fail Without Housing Stability
- The “Leaky Pipeline” Phenomenon: State and employer investments in upskilling (e.g., KCTCS TRAINS) are lost when workers migrate to peer states with more attainable housing stock. Retention is a function of the local cost of living.5
- The “Commute Friction” Tax: Housing shortages force the hourly workforce to live further from job centers, leading to a 0.141 increase in healthcare-related productivity loss for every 1% increase in housing stress, and higher absenteeism in shift-based roles.4
- The Professional Compliance Barrier: Inconsistent housing leads to documentation lapses. As Kentucky moves toward biennial professional renewals in 2026, residential instability directly threatens the “compliance-first” status of licensed workers.10
3 Execution Principles That Stabilize Outcomes
- Infrastructure-First Funding: Adopt revolving loan models (like Indianaโs RIF) that cover the “unseen” costs of site preparationโwater, sewer, and roadsโwhich often represent the primary barrier to affordable workforce housing.23
- Regulatory Supply Elasticity: Implement the Kentucky Housing Task Forceโs recommendations to ease “middle housing” codes and reduce minimum lot sizes, allowing the market to respond more rapidly to industrial growth.1
- Workforce-Proximity Mapping: Use “residential overlays” to allow housing by-right in commercial zones, ensuring that new talent can live within walking or short-transit distance of training centers and job hubs.20
5 Discussion Prompts for Kentucky Stakeholders
- For Employers: “What is the annual cost of turnover in our organization, and how much of that is driven by employees relocating for more affordable housing?”
- For Workforce Boards: “How can we integrate housing-stability navigators into our one-stop career centers to ensure that graduates of our training programs can actually stay in the region?”
- For Policymakers: “How can we incentivize local municipalities to adopt ‘housing-friendly’ zoning by tying infrastructure grants to regulatory reform, as seen in the Indiana RIF model?”
- For Industrial Recruiters: “When pitching Kentucky to a major company, do we have a credible data-backed plan for where their first 1,000 employees will live?”
- For Immigrant Advocates: “How can we work with state licensing boards to ensure that ‘compliance-first documentation’ requirements do not inadvertently exclude high-skill immigrant workers facing temporary housing transitions?”
Prepared by Di Tran University โ College of Humanization
Public-Interest Workforce Research
February 2026
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