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Refind Realty Blog:

By Steven J. Thomas
[Caption: A single-story home on a tree-lined street in Mansfield, TX — the kind of curb-level detail an online estimate never actually sees.]
Type your address into Zillow and a number appears in about two seconds. It looks official. It has a dollar sign and everything. But that number is not a valuation, and it is not what your Mansfield home is worth. It is a computer's best guess, built from tax records and public sales data, with no idea what your kitchen looks like, whether your roof was replaced last year, or that your lot backs up to the golf course instead of the highway.
A Zillow Zestimate is a computer-generated estimate, not an appraisal and not a market analysis. Zillow's own published accuracy data puts the median error for off-market homes at roughly 7%, which on a typical Mansfield home works out to tens of thousands of dollars in either direction. A real price comes from a walk-through, current comps, and a broker who knows the street, based on current conditions, not an algorithm reading tax records from a server somewhere.
An automated valuation model, which is what Zillow, Redfin, and every other online estimate tool actually is, works from a fixed diet of data. County tax records. Square footage on file with the appraisal district. The last recorded sale price. Recent closed sales nearby. That's roughly it.
What it does not see is the house itself. It cannot tell whether your primary bathroom was gutted and redone two years ago or hasn't been touched since 1998. It cannot tell whether the foundation has a documented repair history or a clean inspection report. It cannot weigh a corner lot against a golf-course lot, or a home backing to a busy road against one backing to a greenbelt. It reads the tax roll, not the house.
Zillow addresses this directly in its own methodology. According to Zillow's published accuracy data, last refreshed in June 2026, the nationwide median error rate for homes that are actively listed sits around 1.76%. For homes that are not on the market, the median error rate jumps to about 7.22%. That gap is not an accident. Once a home is listed, the model has a human-set list price to lean on. Before that, it is guessing blind. The number gets more accurate the moment a person, not an algorithm, puts a price on the house.
An algorithm treats "Mansfield, TX" as one data pool. Anyone who has walked these streets knows it isn't. Condition, lot type, and street-level differences swing value by tens of thousands of dollars between homes that look identical on paper. Here's what that looks like in three specific pockets of the city.
Walnut Creek Valley sits between Highway 287 and the 360 toll road, with homes ranging from ranch-style builds to newer traditional layouts. A model pulling comps here can easily blend a dated ranch with an updated one two streets over, because both show the same square footage and the same sale year on the tax roll. It has no way to know one has original 1990s finishes and the other has a fully renovated kitchen and primary suite. For a full neighborhood-level read on how values are actually trending street by street, Steven's Neighborhood Reports pull current, hyperlocal comps instead of a citywide average.
Mansfield National is built around a public golf course, with homes dating from the early 2000s through more recent construction. Golf-course-lot pricing runs well above interior-lot pricing in this community, based on current conditions, and that premium is exactly the kind of detail a tax record does not flag. An AVM sees square footage and a build year. It does not see that one home backs to the fairway and another backs to a fence line facing a neighbor's driveway.
Downtown Mansfield mixes older homes with character, some updated and some not, on smaller lots close to the shops and restaurants along Main Street. This is where automated estimates struggle most. Older housing stock varies wildly in condition from one address to the next, and an algorithm has no mechanism to tell a home with original 1970s systems apart from one that's been fully modernized, beyond whatever the tax office happened to note the last time an inspector walked through for an assessment.
Based on current conditions, here's where the Mansfield market actually stands right now:
Put those together and you get a market where inventory is tighter than it was a year ago, but buyers are still doing rate math on every offer. In that kind of market, a home priced a little too high sits and collects days on market. A home priced a little too low leaves money on the table before a single showing happens. Neither mistake is one you want to make off a number generated by a website that has never seen your house.
Here's the part sellers underestimate. The gap between a Zestimate and a real market price isn't random noise. It comes from specific, identifiable things an AVM structurally cannot evaluate. Based on general market patterns, not any single data source, these are the categories that move value the most and get missed the most often:
None of that is guesswork when a real person walks the property. It's the entire point of an in-person walk-through paired with a current comparative market analysis, and it's the reason two homes with the same tax-record square footage can land tens of thousands of dollars apart on closing day.
With inventory down roughly a third from last year and mortgage rates still sitting above 6.5%, buyers are more rate-sensitive and more selective than they were a couple of years ago. That means pricing accuracy carries more weight, not less. A home that opens 3-5% over its real market value, based on an inflated online estimate, tends to sit through the first and most important wave of showings, then chases the market down with a price cut. A home priced below its real value based on a conservative Zestimate simply sells for less than it should have, with no way to know it happened.
Neither outcome is about luck. Both come from starting the pricing conversation with a number that was never built to be a listing price in the first place. Before you set an asking price based on what a website told you, it's worth reviewing what an actual pre-listing checklist covers, including the condition items and paperwork that affect the number far more than an algorithm ever will. Steven's Home Seller Checklist walks through exactly that.
Zillow is a useful tool for browsing homes. It is not a substitute for pricing your own. The Zestimate reads square footage and sale history off a public record. It has never stood in your kitchen, walked your backyard, or driven your street at 5pm on a Tuesday. Real pricing takes a walk-through, not an online estimate, and that has been true in Mansfield long before automated valuation tools existed.
If you're weighing whether to sell, the number that actually matters isn't the one a website generated in two seconds. It's the one built from your home's real condition, current Mansfield comps, and a professional set of eyes that knows this market. Steven's Home Selling Score is an in-person, 30-minute walk-through of your property that gives you an honest, current-conditions read on where your home stands and what, if anything, needs attention before you list. Homes that score 85 or above are typically in strong position to pursue their target price. Homes that score lower get a specific list of what to address first. Either way, you'll know where you actually stand instead of guessing off a screen.
You can look at it for a rough sense of the market, but treat it as a starting curiosity, not a pricing tool. A current comparative market analysis paired with an in-person walk-through will always be closer to what buyers are actually willing to pay.
Based on Zillow's own published accuracy data, the median error for off-market homes runs around 7%. On a home in the $400,000-$500,000 range, that translates to a gap of roughly $28,000 to $35,000 in either direction.
If the estimate runs high, your home is likely to sit on the market and eventually require a price reduction, which can make buyers wonder what's wrong with it. If the estimate runs low, you risk leaving real equity on the table with no way to know it happened.
Lot type, renovation history, and street-level factors like backing to a golf course versus a busy road all move value in ways a tax record doesn't capture. Neighborhoods like Mansfield National, Walnut Creek Valley, and Historic Downtown Mansfield each carry their own pricing patterns that a citywide average flattens out.
An in-person walk-through and comparative market analysis typically takes about 30 minutes on-site, with the full pricing picture put together shortly after, based on current comps and condition.
Public estimate sites are a reasonable starting point for browsing, but for a number you can actually price a listing around, you need someone who knows the streets, the recent closings, and your home's actual condition. That's a walk-through conversation, not a search bar.
Steven J. Thomas · Broker, Refind Realty DFW · TREC Broker License #0657467. Equal Housing Opportunity.

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I used this realtor and it was a great experience. He was patient and very helpful with our journey. He also helped us find a great lender with little hassle on the process, also got us approved for well above the market of our original home so we were able to get more house with a lower mortgage rate. So to anyone who is interested in buying a home take my advice give Steven a call. It’s worth it 😁


Steve was absolutely amazing! Everything was easy! Very professional in all aspects. Punctual, responsive, and diligent. He goes above and beyond to ensure you get to see as many homes as you’d like no matter the location. Not only was he knowledgeable about home buying, he also has a resourceful network for new home owner needs. I recommend Refind Realty to everyone!


I definitely recommend Steven to assist with your home buying needs. As a first time home buyer the process can be overwhelming, but as my realtor he was knowledgeable & patient while addressing my concerns and assisting me with my new home purchase. Thanks again Steven!! :-)

When buying or selling a home, there are so many options…which can also present a lot of obstacles. Laws change, forms change, and practices change all the time in the real estate industry. Because it’s our job to stay on top of those things, hiring a realtor reduces risk, and can also save you a lot of money in the long run.
When you work with me as your Realtor, you’re getting an expert who knows the area; knows how to skillfully guide your experience as a seller or buyer; can easily spot the difference between a good deal and a great deal. My job is to translate your dream into a real estate reality, and I work hard to earn and keep my business. This also means earning your trust: When you work with me, you’ll be working with a realtor who looks out for your best interests and is invested in your goals.
There are two different types of loans conventional loans and government-backed loans. The main difference is who insures these loans:
1 - Government-backed loans (FHA, VA and USDA):
(a) - Are, unsurprisingly, backed by the government.
(b) - Include FHA loans, VA loans, and USDA loans.
(c) - Make up less than 40 percent of the home loans generated in the U.S. each year.
2 - Conventional loans
(a) - Are not backed by the government.
(b) - Include conforming and non-conforming loans (such as jumbo loans).
(c) - Make up more than 60 percent of the loans generated in the U.S. each year.
1 - FHA LOANS:
FHA loans, which are insured by the Federal Housing Administration, are typically designed to meet the needs of first-time homebuyers with low or moderate incomes. FHA loans can be approved with a down payment of as little as 3.5 percent and a credit score as low as 580.
FHA loans are often called “helper loans,” because they give a leg up to potential borrowers who may not be able to secure one otherwise. For this reason, FHA loans have maximum lending limits, which are determined based on housing values for the county where the for-sale home is located.
Because the agency is taking on more risk by insuring FHA loans, the borrower is expected to pay mortgage insurance both at the time of closing and on a monthly basis, and the property must be owner-occupied.
2 - VA LOANS:
VA loans are backed by the Department of Veterans Affairs and they are guaranteed to qualified veterans and active-duty personnel and their spouses. VA loans can be approved with 100 percent financing, meaning VA borrowers are not required to make a down payment.
Unlike FHA loans, borrowers do not have to pay mortgage insurance on VA loans.
3 - USDA LOANS:
You may also hear about USDA loans, which are backed by the United States Department of Agriculture mortgage program. USDA loans are intended to support homeowners who purchase homes in rural and some suburban areas. USDA loans do not require a down payment and may offer lower interest rates; borrowers may have to pay a small mortgage insurance premium in order to offset the lender’s risk.
Buyers who have a more established credit history and a larger down payment may prefer to apply for a conventional loan. These loans may offer a lower interest rate and only require the home buyer to purchase monthly mortgage insurance while the loan-to-value ratio is above a certain percentage, so a conventional loan borrower can typically save money in the long run.
Conventional loans are divided into two types: Conforming loans and non-conforming loans.
1 - CONFORMING LOANS:
Conforming loans are those that meet (or conform to) predetermined standards set by Fannie Mae and Freddie Mac — two government-sponsored institutions that buy and sell mortgages on the secondary market. By selling the loans to "Fannie and Freddie," lenders can free up their capital and return to issue more mortgages than if they had to personally back every loan that they approve.
The main standard for conforming loans is that the amount borrowed must be under a certain amount; in Alaska, a single-family home loan must be under $647,200 in order to be considered conforming.
Properties with more than one unit have higher limits.
2 - NON-CONFORMING (JUMBO) LOANS:
But what happens if a borrower wants to borrow more than the Freddie- and Fannie-approved loan amount? In this case, they would have to apply for a “jumbo loan,” which is the most common type of non-conforming loan.
Because the lender cannot resell the jumbo loan (or any non-conforming loan) to Freddie Mac or Fannie Mae, jumbo loans are considered to be riskier than a conforming loan. To protect against this risk, the bank will typically require a higher down payment; the interest rate on a jumbo loan may also be higher than if the same borrower applied for a conforming loan.
Rate types: Fixed-rate vs. adjustable-rate mortgages.
In addition to the loan type you choose, you’ll also have to determine if you want a fixed-rate mortgage or an adjustable-rate mortgage (ARM). A fixed-rate mortgage has an interest rate that does not change for the life of the loan, so it provides predictable monthly payments of principal and interest.
An adjustable-rate mortgage typically offers an initial introductory period with a low-interest rate. Once this period is over, the interest rate adjusts periodically, based on the market index. The initial interest rate on an ARM can sometimes be locked in for different periods, such as one, three, five, seven, or 10 years. Once the introductory period is over, the interest rate typically readjusts annually.
Site: www.stevenjthomas.com
Call :(972) 846-9170
Email: [email protected]
Office 128 S. Cockrell Hill Rd, DeSoto TX 75115
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Refind Realty DFW · 128 S. Cockrell Hill Rd, DeSoto, TX 75115 · (972) 846-9170
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