Donny Piwowarski | July 13, 2026
Tracy California
An opinion on the number every California homeowner checks, what it actually means, and the story about Zillow's own CEO that settles the argument.
It's Monday. Somewhere in Tracy, Manteca, Lathrop, Stockton, and every other city in this corridor, a homeowner just opened Zillow on their phone to check their Zestimate.
Maybe it went up $12,000 from last month and they're feeling good about it. Maybe it dropped $28,000 and they're mildly panicking. Maybe they've been watching it for six months and building a mental picture of what their home is worth — a picture they're going to use to make one of the largest financial decisions of their life.
Here's the problem: that picture is built on a number that is, depending on your situation, anywhere from mildly misleading to completely wrong.
Before anything else, let's be clear about something: this isn't an anti-Zillow hit piece. Zillow publishes its own accuracy data openly, and it's worth reading closely — because the number most people quote isn't the number that applies to them.
Zillow's published 2026 accuracy figures:
That second number is the one that matters for most of the homeowners checking their Zestimate on a Monday morning. Because if you're checking your Zestimate, you're almost certainly not actively listed. You're just curious — or you're making a decision.
A 7.49% median error on a $700,000 Tracy home is $52,430. On a $750,000 Mountain House home, it's $56,175. That's not a rounding error. That's the difference between listing correctly and spending three months chasing the market down with price reductions.
And median error means exactly that — median. Half of all Zestimates are more than 7.49% wrong for off-market homes. The other half are less wrong. Yours could be on either side.
The national median is already concerning. The local picture in many Central Valley and Bay Area-adjacent markets is worse.
Zestimate accuracy varies dramatically based on how much public data Zillow has for a given area. Planned communities with homogeneous housing stock — new construction neighborhoods where every home is basically the same — produce the most accurate Zestimates. Markets with older homes, diverse housing stock, unique properties, or limited recent sales activity produce the worst ones.
Translation: the Zestimate for your 1978 ranch in central Stockton with a pool and a converted garage is not the same quality number as the Zestimate for a 2022 Lennar in Tracy Hills where 47 identical homes have sold in the last 18 months. The algorithm has almost nothing to work with on the first home and abundant data on the second.
State-level variation confirms this: Colorado Springs shows an off-market error rate of 4.62%. Cleveland shows 9.10%. In markets with limited MLS data sharing, rural pockets, or significant property variation, errors exceeding 10–12% are documented in the research — meaning a $700,000 home could be Zestimated anywhere from $616,000 to $784,000 with equal plausibility.
Here's the fundamental problem no amount of machine learning can solve: Zillow has never been inside your home. And the things that determine your home's actual value are often the things no algorithm can access.
1. Your renovation. You spent $45,000 on a kitchen remodel two years ago. Unless you submitted it to Zillow yourself (which almost no one does) and it was accepted and properly weighted, the algorithm has no idea. The neighbor who sold last month didn't renovate — that comp drives your Zestimate down.
2. Your neighbor's renovation. The house two doors down got a complete gut renovation and sold $80,000 above what it would have pre-renovation. That sale pulled your Zestimate up — even though your home doesn't share any of those improvements.
3. The condition of the property. Deferred maintenance, a roof that's two years from replacement, a foundation crack that's been there since 2009, carpet that needs replacement throughout — none of this registers in an algorithm built on public records and square footage.
4. The view, the lot, the position on the street. A home backing to a park versus a home backing to a commercial property on the same street can vary by $40,000–$80,000 in value. Zillow knows they're on the same street. It struggles with everything else.
5. The neighbor's property. The foreclosure that sold in distress two streets over. The property with the chain-link fence and the boat in the driveway next door. The recently-built commercial building at the end of the block. All of these affect value in ways the algorithm doesn't fully capture.
6. Your specific micro-location. The difference between the north side and south side of an elementary school attendance boundary. The two-block difference that puts one home in Lincoln Unified and another in Stockton Unified. These are $30,000–$50,000 distinctions in value that no automated model maps accurately.
7. What's actually happening in the market right now. Zillow's model refreshes frequently but it's backward-looking — built on completed transactions, not the live competitive dynamics of your specific neighborhood this week. A sudden inventory spike, a new builder incentive package, a major local employer announcing layoffs — none of these filter into your Zestimate in real time.
In 2016, then-Zillow CEO Spencer Rascoff sold his Seattle home for $1.05 million — nearly 40% below its Zestimate of $1.75 million at the time.
Let that sit for a moment. The person running the company that built the Zestimate sold his own home for $700,000 less than what the algorithm said it was worth.
The home's unique lot position and busy road access were factors the algorithm couldn't properly weight. It's not a story Zillow tells enthusiastically, but it's documented — and it remains the most comprehensive real-world test of what happens when the algorithm meets a property with characteristics outside its model.
More recently, Zillow conducted what amounts to the largest Zestimate accuracy test in history when it launched Zillow Offers — buying homes directly at prices generated by the algorithm. By November 2021, Zillow had recorded over $500 million in losses and shut the program down. CEO Rich Barton stated that the unpredictability in forecasting home prices far exceeded what they anticipated.
No additional commentary needed.
Here's a technical subtlety worth understanding, because it makes the accuracy numbers look better than they actually are for the decision you're trying to make.
Zillow measures accuracy using the most recent Zestimate before sale — not the original estimate from months ago. When a home goes on the market, the Zestimate shifts toward the list price. So the accuracy check is comparing a number that already adjusted to the market, not the number you saw six months ago when you were deciding whether to sell.
The Zestimate you see today, while your home is off-market and you're considering your options, is the least accurate version of the number. It's the one with the fewest data inputs and the highest error rate. And it's the one most homeowners are using to make real decisions.
None of this means the Zestimate is worthless. It's a useful tool in the right context.
The Zestimate is good for: getting a directional sense of a neighborhood's price range, tracking general market movement over time, and starting a conversation about what your home might be worth before you have any other information.
The Zestimate is not good for: deciding whether to list, setting your list price, determining whether to refinance, calculating how much equity you have for a purchase, or any other decision where the difference between a 7% error on either side has real financial consequences.
Think of it the way a broker said it best: the Zestimate is a compass. It tells you what direction you're facing. It doesn't tell you how far away the destination is or what's in the way. The Comparative Market Analysis is the map.
A Comparative Market Analysis (CMA) from a local agent incorporates everything the Zestimate misses:
A CMA takes 20–30 minutes with a local agent who has walked similar homes in your neighborhood. The Zestimate takes 3 seconds and carries a 7.49% error rate for your situation.
Your Zestimate isn't a lie in the sense of malicious intent. It's a lie in the sense that it presents a false precision — a specific number that feels authoritative because of its exactness — while carrying an error range that would be unacceptable in any other financial instrument.
A financial advisor who told you your stock portfolio was worth $700,000 with a potential error of plus or minus $52,000 would be doing their job — that's called a range, and it comes with appropriate caveats. Zillow presents a single number that looks like a fact while quietly publishing the disclaimer in a corner of the page most people never read.
For casual curiosity, that's fine. For making pricing decisions, refinancing decisions, or buy-sell timing decisions, the Zestimate is genuinely dangerous.
The right number for your home, in your specific neighborhood, in this specific 2026 market — that number comes from a local agent with access to the last 60 days of real MLS data, who has been inside comparable homes, and who understands how the builder competition two miles away is affecting your resale value.
That's a 20-minute conversation. It tends to produce a very different number than the one on your phone right now.
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