The Range Is the Claim: Pricing When the Evidence Is Uneven

A range is not the agent hedging. It is a statement about how much the comparable evidence supports, and a single figure is the version that hides how much is being asserted. In Salt Lake City, where the middle half of recent closings spans from $425,000 to $814,900, the width of that band is the most informative number in the analysis.

Sellers do not read it that way. A range arrives as uncertainty, and uncertainty reads as an agent who has not done the work or who is building room to reduce later. So agents collapse it, present one figure, and quietly assert a precision the sales do not contain.

The distribution under the median

Salt Lake City's median sale price sat at $585,000 over the three months ending May 2026, up 3.5% year over year, with homes selling in about 29 days and receiving 2 offers on average. That is a clean, quotable market read.

Now open it up. Across 505 closed sales tracked over six months, trimmed to remove the extremes, the middle 50% of transactions closed between $425,000 and $814,900. Half of all sales landed inside a band where the top is nearly double the bottom.

The median describes the centre of that. It says nothing about the shape, and the shape is what a specific listing sits inside.

Two rows that disagree, and both are correct

The median rose 3.5% while price per square foot fell 7.3%. Those move together in a market where the mix is stable, so a gap that wide is telling you the mix is not stable. Larger properties are carrying a greater share of transactions, or the cheaper end has thinned, or both.

Underneath that, the share of homes selling above asking halved, from 50% to 24.7%, while the proportion of listings taking a price reduction rose from 22.57% to 32.95%. Days on market barely moved.

Read together, these describe a market where the average outcome held steady and the distribution around it pulled apart. More listings are being corrected downward and fewer are being bid upward, which is dispersion increasing without the headline figure registering it. Any single-number answer to what a home is worth in Salt Lake City right now is a claim about a market that is becoming less uniform, not more. Price per square foot in particular is doing less work than usual here, for reasons covered in when price per square foot stops working.

What a range is reporting

The confusion is about what the range measures. It is not the agent's confidence, in the sense of how sure they feel. It is the dispersion of the adjusted comparable values once the adjustments have been made.

Six comparables, each adjusted for size, condition, age, and the rest, produce six adjusted figures. If those six land within a few thousand dollars of each other, the evidence is dense and the supported range is narrow. If they scatter across $80,000, the evidence is thin or the property is unusual, and a narrow range would be a fabrication.

So the width is a finding. It reports how much agreement exists among genuinely comparable sales, which is a fact about the market rather than a mood of the person presenting it. The mechanics of deriving it are set out in the methodology behind a confidence range.

What is presented	What it communicates	What it conceals
A single figure	Certainty	How much the comps disagreed
A narrow range	Dense, consistent evidence	Nothing, if the comps support it
A wide range	Thin evidence or an unusual property	Nothing, if the reason is stated
A range with no explanation	Hesitation	The finding that produced it

The last row is where most of the damage happens. A range presented without saying why it is that wide gives the seller nothing to evaluate, and they fall back on the interpretation they already had, which is that the agent is covering themselves.

Presenting it so it lands as strength

Say what the width means before the seller assigns their own meaning to it. The sentence is short: this range is $18,000 wide because five of the six comparables agreed closely and one sold under conditions I have accounted for but cannot fully verify.

That does three things at once. It states the finding. It demonstrates that the comparables were examined individually rather than averaged. And it makes the range checkable, which converts it from an opinion into a piece of work the seller can inspect.

Then give the range a job. The bottom is what the property should clear at inside the typical 29-day window on current evidence. The top is what it can reach if the launch, condition, and timing all go the right way. That is not hedging, it is a strategy conversation, and it is the conversation the seller needs in a market where price reductions have risen by 10 percentage points in a year.

When the range should be tight

None of this argues that wide is honest and narrow is not. In a subdivision of repeated floor plans with six recent sales of the same plan, the adjusted values will cluster, and the supported range genuinely is narrow. Widening it to appear careful is the same failure in the opposite direction.

The discipline is that the width is derived rather than chosen. It comes from what the adjusted comparables did, and the agent reports it. A tight range on a tract property and a wide one on a custom build are both correct outputs of the same process, which is what makes either of them defensible when questioned.

Why do agents give a price range instead of one number?

Because the comparable sales rarely agree exactly once they have been adjusted. The range reports how much they disagreed. A narrow range means the adjusted values clustered, and a wide one means the evidence is thin or the property is unusual. A single figure is not more precise, it simply omits the disagreement rather than reporting it.

Does a wide valuation range mean the agent is unsure?

It means the comparable evidence is dispersed, which is a fact about the market rather than a state of mind. A wide range on a property with few true peers is the accurate answer. What should raise a question is a range presented without an explanation of what made it that wide, because then there is no finding attached to it.

How should a seller use the top and bottom of the range?

Treat the lower end as what the property should clear at within the market's normal selling window on current evidence, and the upper end as what becomes reachable if presentation, timing, and condition all work in its favour. The range describes a set of outcomes with different requirements attached, not a margin of error around a single true price.

The number that hides its own uncertainty

An automated estimate reports a figure to the dollar and often a confidence label beside it, and that label is generally computed from how closely the selected comparables agree with one another rather than from how complete the record behind them is. Tight agreement among incomplete inputs produces a high score.

This is Context Blindness in a form that is easy to miss, because nothing looks wrong. The output is precise, the label is reassuring, and the missing information leaves no trace on the page. A seller comparing that figure against a range will read the figure as the more competent answer, when the range is the one reporting what the evidence could carry.

A report built the way CMAflow builds one derives the width from the dispersion of the adjusted comparable values and states what produced it, so a narrow range and a wide one are both explained rather than asserted. In a market where the middle half of sales spans nearly $390,000, the honest answer for a specific house was never going to be a single number, and saying so plainly is a stronger position than pretending otherwise.

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The Independent Agent
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