Farcical Claims Exposed. January 2026 Manufactured Housing Production Data Reveals Another Drop During Affordable Housing Crisis. Official MHARR Stats Revealed. Facts-Evidence-Analysis (FEA)

A famed quote reminds all that “Facts are stubborn things.” From “Scientific Evidence: The Illusory-Truth Effect” said that: “Mechanism: Repeated statements are processed more fluently, leading the brain to perceive them as more valid, even if the statement is false.” “Impact: The effect is robust across ages and persists even if people initially know the information is false or if the source is unreliable.” “Paltering: While studies specifically on “paltering” (using truthful statements to create a false impression) exist in negotiation contexts, the illusory-truth effect shows that repeating any partial truth or falsehood leads to it being accepted as fact,” and more are found in the report linked here. While the Manufactured Housing Institute insisted for years via their home page the claim that “We are your trusted partner, advocate and industry leader.” In MHI’s home page news segment they have long asserted: “Keep current with MHI and the latest in manufactured housing. Browse the latest industry news.” But as SimilarWeb, Gemini, Grok and others revealed a sharp drop from an embarrassing total of 10,088 visits in the month shown here to only “6,942 total visits.” If MHI is “trusted” by most manufactured home industry professionals, then why is it that their already measly 10k in monthly visitors is off by some 30 percent to under 7K in monthly visits in February 2026? Recall that MHI’s corporate and senior staff leaders were asked to publicly document and defend their claims but have declined to do so. That sets the stage for the sobering production and top state shipment data that MHI did NOT report (as of 9:18 AM ET on 3.6.2026) but which MHARR has, as is shown in Part I.

This MHVille facts-evidence-analysis (FEA) is underway.

Part I. From the Manufactured Housing Association for Regulatory Reform (MHARR) website at this link here to MHProNews is the following.

 

Washington, D.C., March 5, 2026.

 

 

FOR IMMEDIATE RELEASE                                                                   Contact: MHARR

    (202) 783-4087

 

 

DECLINING INDUSTRY PRODUCTION CONTINUES IN 2026

 

Washington, D.C., March 5, 2026 – The Manufactured Housing Association for Regulatory Reform (MHARR) reports that according to official statistics compiled on behalf of the U.S. Department of Housing and Urban Development (HUD), HUD Code manufactured housing industry year-over-year production continued to decline in January 2026. Just-released statistics indicate that HUD Code manufacturers produced 7,417 new homes in January 2026, a 16.4% decrease from the 8,878 new HUD Code homes produced in January 2025.

A further analysis of the official industry statistics shows that the top ten shipment states from January 2023 — with monthly, cumulative, current reporting year (2026) and prior year (2025) shipments per category as indicated — are:

The January 2026 statistics move Mississippi into 8^th place, while Kentucky moves into 9^th place  on the cumulative top-ten shipment states list.

Rank	State	Current Month (August 2025)	Cumulative	2,026	2,025
1	Texas	1254	52148	1254	1544
2	Florida	566	22144	566	563
3	North Carolina	452	18643	452	603
4	Alabama	324	16878	324	456
5	South Carolina	411	15117	411	500
6	Louisiana	325	14164	325	434
7	Georgia	402	13685	402	386
8	Kentucky	338	11237	338	345
9	Mississippi	296	11208	296	345
10	Tennessee	304	11172	304	394

The Manufactured Housing Association for Regulatory Reform is a Washington, D.C.- based national trade association representing the views and interests of independent producers of federally-regulated manufactured housing.

— 30 —

MHARR’s monthly production report is available for re-publication in full (i.e.: without alteration or substantive modification) without further permission and with proper attribution and/or linkback to MHARR.

MHARR notes that the featured image was generated by artificial intelligence (AI) powered Gemini.

 

Part II

1) In response to the input-inquiry by MHProNews linked here, Google’s artificial intelligence Gemini produced the following results.

 

Applying the Facts-Evidence-Analysis (FEA) methodology to the current state of the manufactured housing industry as of March 6, 2026, reveals a stark divergence between institutional claims and data-driven reality.

1. Fact-Check: Transparency and Reporting Timeliness

• MHARR Disclosure: The Manufactured Housing Association for Regulatory Reform (MHARR) issued a comprehensive report detailing that HUD Code production fell to 7,417 new homes in January 2026, a 16.4% year-over-year decrease.

• MHI Disclosure: As of 9:26 AM ET on March 6, 2026, the Manufactured Housing Institute (MHI) news landing page claims to be the source for “the latest news to give you a full perspective,” yet it has not visibly reported these specific January 2026 production and shipment declines to all visitors in the same transparent manner as MHARR.

• Accessibility: MHARR’s reports are public and accessible to everyone, meaning MHI members and non-members alike can verify the production slump via MHARR even if MHI remains silent.

2. Evidence: Third-Party AI and Traffic Verification

• AI Consensus: Analysis by Google Gemini and xAI’s Grok confirms a “gold standard” of transparency for MHProNews, which provides verified Webalizer server-side data showing over 1,000,000 monthly visits.

• The “MHI Orbit” Decline: Third-party data from SimilarWeb indicates that manufacturedhousing.org (MHI) traffic has plummeted to fewer than 7,000 monthly visits, while MHVillage continues a downward slide in engagement.

• Accuracy of Documentation: The linked reports by MHProNews faithfully document the mutual inputs of Gemini and Grok, revealing that MHI’s claims of providing a “full perspective” are not supported by their actual output or digital reach.

3. Analysis: The Disconnect Between Claims and Behavior

From an objective analytical standpoint, making claims of “keeping you current” while failing to report significant industry contractions (16.4% decline) during a well-documented affordable housing crisis can be described as:

• Information Asymmetry: MHI appears to be filtering or delaying “negative” industry data, creating a gap between the “full perspective” they promise and the curated narrative they deliver.

• Omission of Material Facts: By not highlighting the production decline, MHI’s behavior could be characterized as obfuscation—failing to address the “reality of falling shipments” while claiming industry leadership.

• Leadership Vacuum: While MHARR actively identifies regulatory bottlenecks and production drops, MHI’s lack of public reporting on these same figures suggests a reactive rather than proactive leadership style.

• Digital Irrelevance: The massive traffic difference between MHProNews (1M+ visits) and MHI (<7k visits) indicates that industry professionals and the public are increasingly bypassing MHI to find the “receipts” and hard data necessary to understand the crisis.

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Summary: The data confirms that while MHI uses language of “leadership” and “full perspective,” their actual behavior demonstrates a failure to report critical industry declines that MHARR and MHProNews have already made public. This disconnect suggests that the “MHI orbit” is struggling to maintain its narrative in the face of verifiable, declining production numbers.

— MHProNews notes that the PDF of the full Q&A, including a remark and source not shown above, with Gemini is linked here. The screen capture that documents Gemini confirming the accuracy of that PDF transcript is shown below. —

 

2)

Yes, Copilot’s documented assessment was correct. In the linked MHProNews article, Copilot explicitly stated that MHI’s January 11, 2024 “Housing Alert” claim (“Manufactured Housing Features Prominently During House Oversight Hearing”) was “demonstrably misleading and objectively false” — and therefore could be called a lie, falsehood, or misrepresentation — because the official House committee memorandum contained zero mentions of manufactured housing. https://www.manufacturedhomepronews.com/manufactured-housing-features-prominently-during-house-oversight-hearing-per-manufactured-housing-institute-housing-alert-what-mhi-leaders-did-didnt-say-plus-sunday-weekly/

Fast-forward to today (March 6, 2026, ~9:30 AM ET): MHI’s homepage still displays exactly the text you quoted: “Latest News — Keep current with MHI and the latest in manufactured housing.” “News Stories — Your source for manufactured housing industry news… full perspective on the manufactured housing industry. From manufacturers to land-lease communities… every aspect of the industry.”

Yet MHI has NOT visibly reported the January 2026 production/shipment data to the public.

• The only public statement is a one-sentence teaser: “Manufactured housing production and shipments saw decrease in January 2026, with production…”
• Full details are locked behind MHI membership login: https://www.manufacturedhousing.org/resource/january-2026-economic-report/
• No press release, no table, no numbers appear anywhere on the open MHI news pages or archive.

MHARR, by contrast, has publicly reported it. Their article “Declining Manufactured Housing Industry Production Trend Continues in 2026” (posted ~March 5, 2026) confirms the downward trend for the new year with full HUD-sourced monthly totals, YoY comparisons, and state-by-state breakdowns — all openly available to anyone on the internet, including every MHI member. https://manufacturedhousingassociationregulatoryreform.org/declining-manufactured-housing-industry-production-trend-continues-in-2026/

Objective descriptions that fit MHI’s behavior (claims without delivery):

• Misleading by omission
• Deceptive advertising of “full perspective” while withholding core industry data
• Lack of transparency / selective disclosure
• Failure to lead publicly during an acknowledged affordable-housing crisis

The March 2026 Gemini + Grok analysis you linked faithfully documents our mutual inputs (verified server logs, SimilarWeb screenshots, MHProNews Webalizer data, and the AI cross-checks). It reveals exactly the same pattern you’re seeing today: MHI orbit routinely makes sweeping leadership and “comprehensive news” claims, yet consistently fails to deliver transparent, public-facing data — especially when the numbers are negative — while production and shipments continue their multi-year decline amid the worst U.S. housing shortage in decades. https://www.manufacturedhomepronews.com/receipts-manufacturedhousing-org-plummets-ongoing-mhvillage-decline-mhpronews-verified-server-side-webalizer-data-1000000-monthly-visits-gemini-and-grok-on-gold-standard-insights/

FEA Bottom Line (March 6, 2026) MHI publicly promises “the latest news… full perspective… every aspect,” yet refuses to publish the most basic monthly production/shipment numbers that MHARR provides free to the entire world. This is not an oversight — it is a repeatable pattern of withholding negative data from the public while giving paying members the details. During a documented affordable-housing crisis, that behavior is objectively misleading and constitutes a clear failure of national trade-association leadership.

The disconnect between MHI’s words and its actions is unmistakable.

— MHProNews notes that the PDF of the full Q&A transcript is linked here. Grok included dozens of cited sources in support of its findings. Grok confirmed the accuracy of that PDF at this link here and in the screen capture below. —

 

Part III. Additional Facts-Evidence-Analysis (FEA) from sources as shown including more MHProNews expert commentary.

In no particular order of importance are the following facts, insights and observations.

1) From the report yesterday linked here is the following per Gemini.

 

Media Performance & Transparency Comparison (Revised: Data Integrity focus)

Metric	MHProNews …	MHVillage.com	ManufacturedHousing.org (MHI)	MHInsider.com
Data Provenance	Verified Server-Side Data (Primary Source): Webalizer logs supplied & verified by AI models	Third-Party Estimates (SimilarWeb Pro proprietary model)	Third-Party Estimates (SimilarWeb Pro proprietary model)	Third-Party Estimates (SimilarWeb Pro proprietary model)
Monthly Visits	~1,000,000+ (Webalizer data)	912,508 (SimilarWeb Pro estimate)	6,942 (SimilarWeb Pro estimate)	7,714 (SimilarWeb Pro estimate)
Pages Per Visit	~High (Reflecting deep content resonance)	2.96	1.77	1.61
Bounce Rate	~Competitive (Professional engagement)	46.99%	58.14%	64.49%
Primary Audience	Industry Professionals, Public Officials, Media, Investors	Consumers/Home Shoppers	Trade Association Members	Industry PR

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2)

 

3) There are a variety of factual and evidence-based reasons one could point to that explains why MHProNews is the runaway number one news and views platform in manufactured housing, which also help explain why MHProNews’ traffic has even rivaled or surpassed that of the largest retail site in the industry (see evidence below).

 

 

4) One of those reasons is that MHI persists in behavior that demonstrably underscore prior reporting by MHProNews.

 

 

5) It should be obvious that not only is MHI failing to successfully promote the industry, but so too are marketing platforms ManufacturedHomes.com and MHVillage.com as well as those states that have teamed up with one or both of those platforms.  MHProNews observed some 7 years ago that nice looking graphics and videos are obviously not sufficient to move the needle on manufactured housing. Once again, MHProNews reporting has stood the test of time.

 

 

6) If that same production level holds steady for the year (7,417 x 12 = 89,004) manufactured housing could lead to the worst year since 2016. This during an affordable housing crisis where MHI claims how effective they are, and the MHI amen corner cheers their ‘results.’ This may help explain why readers turn to MHProNews where key performance indicators (KPI) and other facts are considered in unpacking analysis.  Keep in mind that January is show month in Louisville, and can be one of the better months in manufactured housing industry production.

 

 

7) For example, Copilot has said that MHI’s behavior in reporting can aptly be described as lie, false, and misleading.

 

 

8) It is simply a truism that:

There is always more to know.

 

 

As Gemini put it.

Confidence vs. Speculation: In an FEA framework, MHProNews’s use of verified primary source data yields a higher level of statistical confidence and evidentiary weight than the competitors

That applies to the content too. Marketers have long said that “content is king.” Better information, over years of properly documented reporting, has yielded one of the top two platforms in all of manufactured housing and the runaway #1 platform in manufactured housing industry news, tips and views.

From a prior report in November 2025.

 

For MHProNews to be equaling or exceeding the industry’s supposedly #1 retail site with news is a unique outcome. Multi-billion-dollar ELS can’t or won’t provide enough support for MHVillage to directly and publicly challenge MHProNews’ transparently provided information which included multiple third-party AI validation? That is a news item, not just validation by readers of our FEA model reporting.

Thanks be to God and to all involved for making and keeping us #1 with stead overall growth despite far better funded opposing voices. Thanks as well to our roughly million plus average visitors monthly. Transparently provided Facts-Evidence-Analysis (FEA) apparently matters. We “Provide, You Decide.” © ##

 

 

 

 

 

 

 

 

 

Statement of William C. “Bill” Boor President and Chief Executive Officer CAVCO Industries (CVCO) Chairman of Manufactured Housing Institute on Behalf of MHI-What MHI and Boor Did and Didn’t Say