artificial intelligence - Appraisers Blogs

From Data to Value: How Mass Appraisal Delivers Fair Market Assessments

Guest Author — Tue, 13 Jan 2026 13:30:54 +0000

Behind every annual notice of assessments is a complex valuation system most property owners never realize exists. The Appraisal Foundation defines mass appraisal as “the systematic appraisal of groups of properties as of a given date using standardized procedures and statistical testing.” In practice, mass appraisal is a method used to value large numbers of similar properties at the same time consistently. Properties may be grouped by physical characteristics, location, or property type. Mass appraisal is mostly used for ad valorem (property tax) assessments. Mass Appraisal in Henrico County To understand how mass appraisal functions in practice, it is helpful to look at how the process is applied at...

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A Review of MEIN COMP: The Last Appraiser

Desiree Mehbod — Mon, 08 Sep 2025 12:30:43 +0000

If Orwell moonlighted as an appraiser, and Kafka had a side hustle in compliance, “MEIN COMP: The Last Appraiser” by David Samnick would be their love child. But this isn’t dystopian fantasy, it’s a forensic autopsy of a profession that was methodically dismantled while regulators smiled, and algorithms sharpened their knives. Samnick’s book is fiction the way a courtroom sketch is fiction. The names are changed, but the faces are familiar, and the tactics are real. Through a cast of fictional appraisers, each representing a phase in the slow-motion collapse of independent valuation, we witness the insertion of middlemen, the...

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The Harbor Model: Where Appraisers Take the Helm

AppraisersBlogs — Fri, 08 Aug 2025 12:30:17 +0000

The Harbor Model offers a bold blueprint for restoring transparency, authorship, and oversight in a valuation industry long dominated by silent data extraction. The author of this article has chosen to remain anonymous, not out of fear, but out of necessity. Since 2012, they’ve been developing a disruptive valuation model that challenges entrenched interests in the appraisal and AMC industries. Their work has drawn direct confrontations from AMC owners and industry insiders, many of whom are threatened by the implications of these proposals. Anonymity, in this case, is a shield, not from scrutiny, but from retaliation. If you want to...

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The AMC Industry Won’t Be Toppled by Code

Guest Author — Wed, 02 Jul 2025 12:30:23 +0000

Call me when AI stops summarizing and starts suing, because until it drags the AMC industry into court, raids their coffers, and rewires the entire system they broke, it’s just another overhyped spectator in the plunder parade. We’ve entered an era where more people are giving AI broader directives, asking bigger questions, and expecting deeper responses, only to receive yet another AI-generated summary. But what, exactly, is AI doing in response? That’s the real limitation of the tech. Right now, millions are spinning their wheels in digital circles, posing complex problems to a machine built to mimic intelligence. And when...

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FOIA, AI, & the Appraiser’s Defense: A Blueprint for Fighting Back

AppraisersBlogs — Fri, 13 Jun 2025 12:30:12 +0000

Targeted under the guise of equity, I faced baseless accusations with no due process — until I used FOIA, uncovered the truth, and turned the tables. But I had a secret weapon: I used artificial intelligence. For decades, appraisers have worked in silence, held hostage by regulations, scrutiny, and — recently — false narratives of systemic racism. When the Biden administration launched the PAVE Initiative, it claimed to champion equity in housing. But behind the curtain, it became a political tool. The result? Appraisers like me were targeted based on ZIP codes, stripped of due process, and labeled racist —...

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Lack of Evidence, Appraiser Challenges Discrimination Claims

AppraisersBlogs — Thu, 24 Oct 2024 12:30:29 +0000

The next morning I went to my trusted AI program and asked if there was any evidence of bias. “Where is the evidence?” The issue of perceived bias and discrimination in the appraisal industry has become a highly contentious and polarizing topic in recent years, sparking intense debate and controversy. At the heart of this complex issue lies a fundamental tension between the appraisal profession’s commitment to objectivity and impartiality, and the persistent allegations of systemic racism and unfair practices that have plagued the industry. As exemplified in the response from Maryland Certified General Appraiser William Turner to an article...

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Automatic Review of Photos in Appraisal Reports

Dave Towne — Thu, 20 Jun 2024 12:30:05 +0000

It means the statements in your appraisal reports about the actual component material, and its quality and current condition, can be challenged by computer software. Folks, this news release (below) was in several publications on Wed, June 19, 2024. These kinds of releases are mostly factual, but are often embellished to present a particular ‘owner’ point of view to influence opinion about products. I remember listening to Jeff Bradford many years ago who discussed the early stage process to electronically review photos. He said it was pretty difficult then. But that was before we began hearing about “A.I.” – artificial...

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Fannie, Freddie’s Offshore Gambit Imperils Privacy of Millions

Jeremy Bagott — Mon, 20 May 2024 12:30:58 +0000

The offshore firm will data-mine millions of images showing the personal spaces of U.S. homeowners and tenants. Fearing the Chinese government could access sensitive user data through the video app TikTok, House lawmakers passed a bill last month that would ban the app if it isn’t sold to new owners. But a greater peril looms. Mortgage giants Fannie Mae and Freddie Mac are reportedly “bench-testing” an arrangement with a foreign AI firm in which the offshore firm will data-mine millions of images showing the personal spaces of U.S. homeowners and tenants. If your home was appraised for a refinance or...

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AI to Counter Flawed Appraiser Bias Narrative

AppraisersBlogs — Mon, 15 Apr 2024 12:30:07 +0000

In reality, appraisers have a great story to tell, but we have a long way to go to refocus the terribly flawed “appraiser bias” narrative onto facts and science. Last week’s email from Cindy Chance, the CEO of the Appraisal Institute, marks an important and long overdue shift in the organization’s approach to addressing accusations of bias in the appraisal profession. For too long, appraisers have faced sweeping claims that their valuations are biased against certain groups, despite appraisers’ ethical standards, rigorous training, and lack of financial stake in transactions. As Chance acknowledges, the Institute should have done more to...

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ChatGPT Appraisal Error Sparks Ethics Debate

AppraisersBlogs — Mon, 01 Apr 2024 12:30:33 +0000

A recent post by an appraiser trainee on an online forum described a troubling situation involving the use of ChatGPT to generate content for an appraisal report. The trainee admitted to using ChatGPT to write a market summary section without properly reviewing it first. This resulted in factual inaccuracies making it into the final report delivered to the client. Upon discovering this, the client, a local bank, threatened to file a complaint against the trainee. The trainee is now considering falsely claiming to have personally written the problematic section in an attempt to avoid consequences. “Hey everyone, I recently used...

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Seller Filed a Racial Bias Complaint Against Me

Guest Author — Tue, 07 Nov 2023 13:30:08 +0000

So what’s caused the sudden loss of income? Could it be because of the racial bias complaint filed against me by an unhappy Seller… Fannie Mae accomplished what they set out to do in July 2011, when they initiated their Uniform Appraisal Dataset (UAD) and the Uniform Collateral Data Portal. The goal was to collect enough property data to effectively remove appraisers from the home buying and refinancing process. It all started with Dodd-Frank Act, a several hundred pages Act signed into law by then President Obama, sold to unsuspecting Americans as a protection from the corrupt business practices of...

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Human Real Estate Appraisers Unnecessary?

Guest Author — Sat, 27 Oct 2018 12:30:50 +0000

“Real estate appraisers will not exist in the future.” – Reasons Behind Matt Rider’s Projection and Why He’s Wrong Technology in real estate is advancing to a point where any user can “pull up a property’s data together” and create an appraisal. This is the main point raised by Franklin American Mortgage’s Chief Information Officer Matt Rider in his interview with National Mortgage News. He claimed that as a result, real estate appraisers wouldn’t exist in the future. See interview here. Rider’s projection seems to be based on society’s increasing dependence on Big Data and artificial intelligence (AI). According to...

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