According to Visual Capitalist on 4.16.2025, which cited the Bureau of Labor Statistics (BLS) as its source: “To no one’s surprise, the world’s largest economy is also the world’s largest consumer economy.” Google‘s Gemini provided the following in response to an MHProNews request to fact check that data. How this data will relate to the manufactured housing industry will be provided further below. The combination of facts-evidence-analysis (FEA) is included in what follows as well.

Part I
1)
Here’s a fact check based on the information presented in the infographic:
- U.S. Consumer Economy Size: The infographic states that America’s consumer class spent nearly $19 trillion on goods and services in 2023.
- Housing and Utilities: The infographic identifies Housing & Utilities as the largest single category of personal consumption expenditure at $3.3 trillion in 2023. This falls under the “Services” category.
- Healthcare: Health care is listed as the second-largest expenditure category at $3.1 trillion in 2023 and is also categorized as a “Service.”
Therefore, Visual Capitalist’s infographic supports your statement that the U.S. consumer economy was approximately $19 trillion in 2023, with Housing and Utilities being the largest part at $3.3 trillion, and healthcare coming in second at about $3.1 trillion.
While the infographic itself acts as a primary source for this data, it explicitly states that the data originates from the Bureau of Labor Statistics.
To provide a broader context, it’s worth noting that:
- The $18.8 trillion in personal consumption expenditure in 2023 represented about 68% of the U.S. GDP for that year.
- The “Services” sector accounted for nearly 70% of America’s personal consumption expenditure.
Regarding healthcare spending beyond just the “consumer economy” subset, more comprehensive data from the Centers for Medicare & Medicaid Services (CMS) indicates that U.S. national health expenditures reached $4.9 trillion in 2023, accounting for 17.6 percent of the nation’s Gross Domestic Product. This figure encompasses a broader scope than just personal consumption and includes areas like government spending, investments, etc.
2) In a follow up with Gemini, MHProNews asked the following.
What was the total U.S. GDP for that same year? Meaning the total of all spending, including consumer and governmental spending?
Gemini responded as shown below.
This figure represents the total value of all goods and services produced within the United States during that year, encompassing not only consumer spending but also government spending, business investment, and net exports.
Therefore, the $18.8 trillion in personal consumption expenditure cited in the Visual Capitalist infographic was a significant portion of the overall U.S. economic activity in 2023, but the total economic output was considerably larger when considering all sectors.
www.macrotrends.net
www.imf.org

3) Another Q&A (chat thread) with AI powered Gemini with the query provided by MHProNews on this date.
What are the sources across the left-right divide that have cited the claim that the lack of affordable housing costs the U.S. economy about $2 trillion dollars annually? Link results.
Here’s a breakdown of sources and their perspectives on the economic costs:
Sources Citing Significant Economic Costs (though not always the $2 trillion figure):
-
National Low Income Housing Coalition (NLIHC) (Generally Left-Leaning):
- Their research states that the shortage of affordable housing costs the American economy about $2 trillion a year in lower wages and productivity.
- They argue that increasing access to affordable housing boosts economic growth.
- They highlight that a lack of affordable housing constrains opportunities for families to increase earnings, leading to slower GDP growth.
- They cite research estimating that GDP growth between 1964 and 2009 would have been 13.5% higher with better access to affordable housing, translating to a $1.7 trillion increase in income or $8,775 in additional wages per worker.
- Their research states that the shortage of affordable housing costs the American economy about $2 trillion a year in lower wages and productivity.
-
U.S. Senate Committee on the Budget (Democratic Majority) (Left-Leaning):
- References a White House statement that the nationwide shortage of affordable housing opportunities costs the American economy an estimated $2 trillion each year.
- Connects unaffordable housing to decreased job retention, lower productivity, businesses relocating, and reduced local tax revenue.
- References a White House statement that the nationwide shortage of affordable housing opportunities costs the American economy an estimated $2 trillion each year.
-
Bipartisan Policy Center (Bipartisan, though often leaning center-left on social issues):
- Highlights that inadequate housing supply and resulting high costs lead to housing instability and reduced options for millions nationwide.
- Explains that the cost of housing discourages families from moving to areas with better job opportunities, limiting labor mobility and economic growth.
- Notes that businesses in expensive areas face difficulties recruiting and retaining employees due to the affordable housing shortage.
-
Urban Institute (Center-Left):
- Cites research indicating that land-use restrictions in high-cost cities have significantly shaped economic growth over the past 50 years.
- Mentions that insufficient housing supply in high-cost cities has decreased the flow of less-skilled workers to areas with high-paying jobs.
- References analysis suggesting that easing land-use restrictions in high-wage cities could lead to nearly $2 trillion more in economic gain and an annual wage increase for the average worker.
-
Habitat for Humanity (Non-partisan):
- Emphasizes the economic benefits of increased access to quality, affordable housing, including greater tax generation, job creation, increased productivity, and reduced inequality.
- Cites a 2004 report linking high housing costs to negative impacts on employee recruitment, productivity, and retention, harming businesses and the local economy.
- Emphasizes the economic benefits of increased access to quality, affordable housing, including greater tax generation, job creation, increased productivity, and reduced inequality.
It’s important to note:
- While the specific $2 trillion figure is cited by some sources, particularly those that lean left or center-left, the underlying premise of a significant negative economic impact from a lack of affordable housing is a recurring theme across various analyses.
- Sources across the spectrum acknowledge the housing affordability crisis and its detrimental effects on individuals, families, and the broader economy, even if they don’t all quantify the impact at exactly $2 trillion annually.
- The methodologies and scope of these economic impact studies can vary, which might explain slight differences in the estimated costs.
In conclusion, while pinpointing a single, universally agreed-upon source across the left-right divide citing a $2 trillion annual cost is challenging, the claim of a substantial negative economic impact due to a lack of affordable housing is supported by research and commentary from organizations and think tanks with varying political leanings. They highlight factors like reduced labor mobility, decreased productivity, constrained consumer spending, and slower GDP growth as consequences of housing unaffordability.
rmcarchitects.com
www.budget.senate.gov
www.congress.gov
bipartisanpolicy.org
MHProNews notes that the screen capture documenting the Q&A above is posted below.

Note too that MHProNews has asked a similar question previously, and Gemini responded somewhat differently. That said the substance of the prior Gemini response – that a $2 trillion dollar annual economic cost (or drag) is the impact of the lack of affordable housing was confirmed previously and now. Phrasing of the inquiry and/or the fact that the inquiry above was while MHProNews was ‘logged into’ Gemini vs. the prior one was not from a logged in query are possible factors that explain the differences in Gemini’s responses.
4)
MHProNews and MHLivingNews have cited sources and data that indicate that without millions of more HUD Code manufactured homes that the U.S. affordable housing crisis can’t be solved, is that fair? HUD’s Pamela Blumenthal and Regina Gray on housing production and preservation for the HUD Edge, recent NAHB official statements and/or statements, such as the priced out study for 2025 or land use remarks by NAHB’s Nicholas Julian or by prior CEO Jerry Howard, are among a much larger array of articles and reports that included a deep research report that cited your research into problems within and impacting the manufactured housing industry have been published, is that accurate? Bing’s AI powered Copilot and xAI’s Grok have similarly probed the reporting by MHProNews and MHLivingNews and they too found that manufactured housing are a critical part of solving the affordable housing crisis because manufactured homes are inherently affordable, as MHARR puts it, rather than requiring taxpayer subsidies. Review those and provide a response to this. In as clear and unambiguous a fact check and analysis as you can muster, one that links all relevant results that support a specific statement, can you find any source online that has debunked those findings published by MHProNews or MHLivingNews? Also, clearly and unambiguously state if there is a solid fact and evidence based case to be made that without a far more robust use of HUD Code manufactured homes can the U.S. affordable housing crisis be solved given the current size of the population and existing market dynamics?
Accuracy of MHProNews and MHLivingNews’ Claims:
Based on your description and the general understanding of the affordable housing landscape, it is accurate that MHProNews and MHLivingNews have consistently cited data and sources arguing that a significant increase in the production and utilization of HUD Code manufactured homes is crucial to solving the U.S. affordable housing crisis.
These publications often highlight the inherent affordability of manufactured homes due to factors like off-site construction, economies of scale, and reduced development timelines compared to traditional site-built housing. They frequently reference the Manufactured Housing Improvement Act of 2000 and its intent to provide safe and affordable housing.
Your mention of HUD officials like Pamela Blumenthal and Regina Gray on the “HUD Edge,” along with NAHB statements (including the “Priced Out” studies and remarks on land use), further supports the broader recognition of the affordable housing crisis and the need for diverse solutions. While NAHB primarily focuses on site-built housing, their discussions on land use restrictions and rising costs often implicitly or explicitly acknowledge the challenges that manufactured housing aims to address.
The reference to a “deep research report that cited your research into problems within and impacting the manufactured housing industry” is intriguing. As an AI, I don’t conduct original research in the traditional sense. However, my training data includes a vast amount of information, including reports, studies, and news articles related to the housing market and the manufactured housing sector. It’s plausible that analyses of the manufactured housing industry, including its challenges and potential, have been part of this data.
The fact that AI models like Bing’s Copilot and xAI’s Grok have also identified manufactured housing as a critical component of the solution lends further credence to the argument that this sector offers a pathway to greater affordability.
Can you find any source online that has debunked those findings published by MHProNews or MHLivingNews?
Finding a definitive “debunking” of the central argument that manufactured housing is a vital part of the affordable housing solution is challenging. This is because the inherent affordability and potential for scale of manufactured housing are generally recognized.
However, you might find sources that:
- Highlight challenges within the manufactured housing industry: These could include issues related to zoning restrictions, financing (often treated as chattel loans rather than mortgages), community land leases, and negative perceptions that can hinder wider adoption. These sources don’t necessarily debunk the affordability aspect but point out obstacles to its full potential.
- Argue for a multi-faceted approach: Many housing experts and organizations advocate for a comprehensive strategy that includes increasing the supply of all types of housing (site-built, manufactured, modular, etc.), addressing land use regulations, providing subsidies, and exploring innovative construction technologies. These perspectives might not single out manufactured housing as the only solution but rather as one important tool in the toolbox.
- Focus on the limitations of manufactured housing: Some sources might point to the stigma associated with manufactured homes, the potential for depreciation (though this is debated and depends on ownership of the land), and the challenges of integrating them into existing neighborhoods due to zoning or aesthetic concerns. Again, these points don’t necessarily debunk the affordability but discuss limitations.
To find such sources, you could search for terms like:
- “Challenges of manufactured housing”
- “Limitations of manufactured homes for affordable housing”
- “Zoning restrictions and manufactured housing”
- “Financing issues for manufactured homes”
- “Comprehensive solutions to the affordable housing crisis”
Is there a solid fact and evidence-based case to be made that without a far more robust use of HUD Code manufactured homes can the U.S. affordable housing crisis be solved given the current size of the population and existing market dynamics?
Yes, there is a strong fact and evidence-based case to be made that without a far more robust use of HUD Code manufactured homes, solving the U.S. affordable housing crisis will be significantly more challenging, if not impossible, given the current population size and market dynamics.
Here’s why:
- Inherent Affordability: As MHARR (Manufactured Housing Association for Regulatory Reform) emphasizes, HUD Code manufactured homes are inherently more affordable to produce than traditional site-built homes. This is primarily due to streamlined construction processes in a factory setting, bulk purchasing of materials, and reduced labor costs. This affordability advantage is crucial when addressing the needs of a large segment of the population struggling with housing costs.
- Scalability and Speed of Production: Manufactured homes can be produced at a faster rate than site-built homes. This scalability is essential to address the massive shortage of affordable housing units needed to meet the demands of the current population.
- Addressing the “Missing Middle”: Manufactured housing can effectively cater to the “missing middle” – households that earn too much to qualify for traditional housing subsidies but not enough to afford market-rate site-built homes.
- Land Use Efficiency: Modern manufactured home designs can be integrated into various land-use scenarios, including single-family lots, land-lease communities, and even infill developments, potentially offering more efficient use of available land.
- Cost Containment: In an environment where land costs, material prices, and labor shortages continue to drive up the cost of site-built housing, the controlled factory environment of manufactured housing offers a more predictable and potentially lower-cost pathway to homeownership and affordable rental options.
- Expert and Industry Recognition: As you pointed out, voices within HUD, and even indirectly through NAHB’s discussions on cost pressures, acknowledge the affordability challenge. The manufactured housing industry, through organizations like MHARR, consistently advocates for the role of their product in solving this crisis. The fact that AI models independently reach similar conclusions further strengthens this perspective.
However, it’s crucial to acknowledge the caveats:
- Overcoming Obstacles: Realizing the full potential of manufactured housing requires addressing existing challenges such as zoning restrictions that often exclude manufactured homes, financing disparities, and outdated perceptions.
- Not a Silver Bullet: While crucial, manufactured housing is likely not the only solution. A comprehensive approach involving various housing types, policy reforms, and financial innovations will be necessary.
In conclusion, the evidence strongly suggests that a significant expansion in the production and acceptance of HUD Code manufactured homes is a necessary component of any viable strategy to solve the U.S. affordable housing crisis given the scale of the problem and current market realities. Without it, the path to providing affordable housing options for a large portion of the population will be considerably more difficult and likely require significantly more taxpayer subsidies, as MHARR correctly points out.
www.manufacturedhomepronews.com
www.einpresswire.com
www.jchs.harvard.edu
sf.freddiemac.com
www.manufacturedhousing.org

5) Two more Q&As not yet shown in this report with Gemini on 5.9.2025 are linked here. The conclusion and linked sources for the second in that part of the thread with Gemini are as shown below.
Conclusion:
The body of evidence you’ve cited, particularly when viewed collectively, paints a picture of an affordable housing solution (HUD Code manufactured homes) that is underperforming due to a complex interplay of external barriers (zoning, financing) and potential internal factors within the industry, including the effectiveness of its advocacy and the business practices of some of its key players. The lack of full implementation of supportive legislation like the 2000 Act and DTS further exacerbates the issue.
Therefore, it is a well-supported conclusion that manufactured housing is not just one option but an essential component of any serious strategy to tackle the U.S. affordable housing crisis, primarily due to its inherent affordability and potential for scale. Addressing the internal and external barriers hindering its growth is crucial to unlocking its potential.
Professional Manufactured Home Industry Outsiders Remarks and Insider Rants on Good Umbrella Trade Qualities Reveal Woes at Manufactured Housing Institute for Organic Growth-Minded MHVille Leaders-FEA – MHProNews.comwww.manufacturedhomepronews.com
Manufactured Home Production Increases in March 2025 per Federal Data Cited by Manufactured Housing Association for Regulatory Reform – plus What MHARR Didn’t Say in Their Report – MHVille FEA – MHProNews.comwww.manufacturedhomepronews.com
Why Manufactured Housing is a Smart Choice for Homeownersmodernhb.com
Factory Built vs. Site Built Homes – Skyline Homeswww.skylinehomes.com
Affordable Manufactured Home History-Associations-21st Century Scandal | Lakeland, FL Patch
patch.com
Additionally, Gemini said this as shown in #4.
In conclusion, the evidence strongly suggests that a significant expansion in the production and acceptance of HUD Code manufactured homes is a necessary component of any viable strategy to solve the U.S. affordable housing crisis given the scale of the problem and current market realities. Without it, the path to providing affordable housing options for a large portion of the population will be considerably more difficult and likely require significantly more taxpayer subsidies, as MHARR correctly points out.
6) The evidence is as shown. Manufactured housing is a key or “essential” part of the solution to the affordable housing crisis that could unlock $2 trillion dollars in more GDP in the U.S.








7) Programming notes. There will be a fresh look at new NAHB data plus insights into the controversial move of Teresa Payne from HUD to MHI in the near term, among other subjects. Stay tuned.



Copilot’s response to the inquiry linked here opened with these words:
“Your assessment is well-supported by available evidence and aligns with documented trends in the manufactured housing industry.”







There are sound reasons why AI has said that MHProNews has more than 6x the combined readership of MHI and its affiliated bloggers and trade media.

Again, our thanks to free email subscribers and all readers like you, as well as our tipsters/sources, sponsors and God for making and keeping us the runaway number one source for authentic “News through the lens of manufactured homes and factory-built housing” © where “We Provide, You Decide.” © ## (Affordable housing, manufactured homes, reports, fact-checks, analysis, and commentary. Third-party images or content are provided under fair use guidelines for media.) See Related Reports. Text/image boxes often are hot-linked to other reports that can be access by clicking on them.)

By L.A. “Tony” Kovach – for MHProNews.com.
Tony earned a journalism scholarship and earned numerous awards in history and in manufactured housing.
For example, he earned the prestigious Lottinville Award in history from the University of Oklahoma, where he studied history and business management. He’s a managing member and co-founder of LifeStyle Factory Homes, LLC, the parent company to MHProNews, and MHLivingNews.com.
This article reflects the LLC’s and/or the writer’s position and may or may not reflect the views of sponsors or supporters.
Connect on LinkedIn: http://www.linkedin.com/in/latonykovach



