Tagged: artificial intelligence

UAD 3.6 and the Danger of Corporate Pragmatism 61

UAD 3.6 and the Danger of Corporate Pragmatism

The rollout of the new UAD 3.6 framework has triggered a major wave of compliance literature, and a perfect example is a recent article by Woody Fincham at Valuation Nation, titled “Certification 25: What’s the Real Risk to the Appraiser?”. In his piece, Woody sets aside the rhetoric and lists my AppraisersBlogs article regarding our legal defenses under this dataset as a citation reference at the end of his post. While he acknowledges the existence of this perspective, his broader argument claims that the legal risks of signing Certification 25 are low, the threat of regulatory discipline is minimal, and...

Our Metrics, Their Millions: Exposing the Backdoor Data Rush 15

Our Metrics, Their Millions: Exposing the Backdoor Data Rush

If you still think the corporate panic over structural data is just a theoretical debate about software licensing, a tech startup named Arloh just blew the entire script wide open. They have been running public marketing campaigns targeting small title, escrow, and appraisal firms with a staggering proposition: “Your old records could be worth millions.” One of their primary advertisements explicitly brags that a tiny 37-person title and escrow shop just received a ~$967,000 estimate simply for licensing their historical data archive for artificial intelligence training models. Let that dollar figure sink in for a second. Nearly one million dollars...

Inspectors Blocked the Door, Appraisers Handed Over the Keys 39

Inspectors Blocked the Door, Appraisers Handed Over the Keys

A fellow appraiser dropped a direct message in my inbox with a link to home inspector Preston Kincaid’s Facebook video, and watching him warn the public sent a chill through me because his words mirrored the exact warnings I have been shouting about our own appraisal profession. To understand the shock, you first need to know what Spectora is and how home inspectors work. Spectora is the dominant cloud software platform used by roughly 7,000 independent home inspectors across the country to draft, format, and deliver digital property inspection reports. By law and standard contract, home inspectors operate under strict...

From Data to Value: How Mass Appraisal Delivers Fair Market Assessments  7

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

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...

A Review of MEIN COMP: The Last Appraiser 33

A Review of MEIN COMP: The Last Appraiser

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...

The Harbor Model: Where Appraisers Take the Helm 22

The Harbor Model: Where Appraisers Take the Helm

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...

The AMC Industry Won’t Be Toppled by Code 17

The AMC Industry Won’t Be Toppled by Code

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...

FOIA, AI, & the Appraiser’s Defense: A Blueprint for Fighting Back 25

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

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 —...

Lack of Evidence, Appraiser Challenges Discrimination Claims 10

Lack of Evidence, Appraiser Challenges Discrimination Claims

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...

Automatic Review of Photos in Appraisal Reports 22

Automatic Review of Photos in Appraisal Reports

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...