JL Scoring Engine

Methodology

California · v1.0
Produced by the California 2026 modelsLast updated · September 30, 2026

In California, Jasmine Lane prepares a decline-in-value request under Proposition 8: a homeowner's statement that their home was worth less on January 1 than the value the County carries for it. For each home we produce an opinion of value as of that date, the comparable sales behind it, and an estimate of the year's saving if the Assessor agrees. Where the evidence won't support a figure, we show none.

This page documents how that opinion is built for Los Angeles, Sacramento and Contra Costa counties: the homes it covers, the two readings behind every figure, why the opinion is the higher of the two, what counts as a case, and the homes we set aside. It is the citation anchor for every California figure we produce. The Georgia engine is documented separately at jasminelane.app/methodology.

01

What we analyze

California taxes a home on its Proposition 13 base: the price paid when it last changed hands, grown by no more than 2% a year. Proposition 8 lets the Assessor set a lower value for a single year when the home's market value on January 1 has fallen below that base. So the question is not whether a home is assessed above its neighbors, as it is in Georgia, but whether it is worth less today than the owner paid for it.

That makes recent buyers the whole subject. We analyze single-family homes and condominiums whose Proposition 13 base year is 2022 or later, in the three counties where we operate. A home bought earlier is almost always assessed well below its market value already, and we say so rather than score it (§2).

Every figure is as of the lien date, January 1, 2026, for the 2026–27 roll. The County value we compare against is the value the County carries for the home on that roll. Where the County has not yet published it, we use the prior roll's value, or, for a home bought during 2025, the recorded purchase price (plus the 2% inflation factor for a purchase in the first half of the year, which is how the Revenue and Taxation Code enrolls it). A 2026 value the owner enters from their own bill replaces that figure; it is the County's own number and is checked against the Assessor's parcel page.

CountyValuation group for the sales readingWho files
Los Angeles CountyThe Assessor's own valuation cluster for the area.The owner, on the Assessor's online Decline-in-Value review. We prepare; we never file.
Sacramento CountyThe Assessor's neighborhood code; where too few homes sold there, the census tract, then the ZIP code.The owner, on the Assessor's online Request for Informal Review. We open it already filled in; the owner submits.
Contra Costa CountyThe census tract; where too few homes sold there, the ZIP code.The owner signs the County's form; at the owner's written direction we fax it to the Assessor with a copy of that authorization.
Figure 1. The three counties. A valuation group is the set of recorded sales a home is compared with; a group needs enough sales to carry a median, so Sacramento and Contra Costa step out to a wider area only when the narrower one is thin.
02

What we exclude

These exclusions happen before any home is scored. They shape the universe and the pool of sales the readings are allowed to learn from.

Long-held homes

A home whose base year is before 2022 is not scored. Proposition 13 has kept its assessed value below market for years, so a decline-in-value request would ask the Assessor for a value above the one it already carries. The site tells these owners that plainly instead of showing an estimate.

Purchases after the lien date

A home bought on or after January 1, 2026 is not on the 2026–27 roll at its new price; the roll still carries the seller's value, and the purchase price arrives through a supplemental assessment. A review of the roll value would save the buyer nothing this year, so the home is not scored.

Transfers that are not sales

A parent-to-child transfer, a trust reshuffle or a partial interest records a deed but does not reset the Proposition 13 base. The sales readings use only recorded market sales, and a home enters the pool only when its base year matches the year its deed was recorded.

Declared-disaster areas

In ZIP codes touched by the 2025 Eaton and Palisades fires, sales of cleared lots pull a neighborhood median far below what a standing house is worth. No home in those ZIPs is scored; the site points those owners to the Assessor's own misfortune-and-calamity relief instead.

County values that cannot be right

Where the County value sits 50% or more above both readings, the problem is the County figure, not the market: a multi-parcel deed recorded against one parcel, a price back-derived from a city transfer tax, or an estate lot neither reading can see. These homes are held out, not flagged.

03

What we measure

Every California figure rests on two independent readings of the home's market value on the lien date.

The comparable-sales reading

The median price per square foot of recorded market sales of homes of the same type and similar size in the home's valuation group (Figure 1), multiplied by the home's own living area. Prices are the recorded purchase amounts. This is the reading a homeowner can check with their own eyes against the sales printed in their Package.

The automated valuation

A commercial automated valuation model built from the County's own recorded sales, obtained for each home individually. It anchors on the home's own last sale and its recorded characteristics, so it sees things a neighborhood median cannot, and misses others.

The opinion of value

Our opinion of value is the higher of the two readings. Since September 24, 2026 it is also never set below what the sales printed in the Package imply at their lowest price per square foot; where that floor sets the figure, the Package says so. (Homes whose letter was mailed before that date keep the figure their letter printed.) Where no automated valuation exists for a home, there is one reading and no figure is shown (§6).

The gap and the saving

The gap is the County value less the opinion, as a share of the County value. A home is a case when the gap is 5% or more. The estimated saving is the difference multiplied by the home's own tax rate from the County's records (1.2% where we have none), for one year: a Proposition 8 reduction is re-determined every year (§7). For our mailing lists we apply a second floor of $1,000 a year in estimated saving, so that a letter is only sent where the saving is worth the owner's time.

No case
Case
Held out
0%+5% case+50%
County value at or below the opinion: no caseCounty value further above the opinion →
No caseThe County value is at or below the opinion, or less than 5% above it. We say “we don't see a case” and show no figure.
Case (5% to 50%)Both readings support a reduction of at least this much. The opinion, the sales and the estimated saving are shown.
Held out (50% and up, or $15,000+ a year)A gap this large is a bad County figure or a home neither reading can value. No figure is shown.
Figure 2. The gap, measured against the higher of the two readings. Because the opinion is the higher reading, the gap is the conservative one: the reduction both readings agree on. A saving of $15,000 a year or more is held out on the same reasoning as a 50% gap.
04

Why the higher of the two

A fair question is why an advocate for the homeowner would choose the reading that asks for less. Three reasons, and we state them because the owner attests to this figure under their own signature.

A neighborhood median is a screen, not an appraisal. Tested against sales it had not seen, the comparable-sales reading on its own misses a typical home's price by more than the 5% gap we look for. Worse, when you sort homes by how far the County value sits above such a reading, the biggest apparent gaps are disproportionately the homes the reading undervalued: the well-finished house on an ordinary block. Using it alone would select our own errors.

The two readings miss different things. Both come from public records, and neither sees a home's condition or finish. The automated valuation anchors on the home's own last sale, so it is a second opinion rather than a referee. Where they disagree, the honest reading of the evidence is the reduction both support, which is the higher of the two.

The figure has to survive the Assessor's review. An appraiser reads the owner's opinion beside the sales the owner lists and any others on file. An opinion that one method supports and another contradicts invites the Assessor to substitute its own number, and the Assessment Appeals Board can raise a value as well as lower it. A figure both readings support is the one we are willing to put our name behind.

It remains the owner's opinion. The Package shows the lower reading wherever the owner's own listed sales do not contradict it, and the owner may enter that figure, or any figure they can support, instead of ours. We will learn from the Assessor's decisions which reading came closer, and this page will record any change to the rule.

05

The comparable sales

The sales printed in a Package, and listed on the County's form, are examples chosen from the recorded sales the reading was built on. Each is a recorded market sale of a home of the same type and similar size, nearest to the subject (within a mile wherever two such sales exist), closest in time to January 1, 2026, and sold for less than the County's value. Sales are used through March 31, 2026: the Revenue and Taxation Code lets the Assessor consider a sale after the lien date only within 90 days of it.

The sales are context for the Assessor, not the arithmetic behind the opinion, which is set as §3 describes; the Package says which. Each county's form accepts a request without comparable sales, and the Assessor reviews the value on its own either way.

Two checks run before a home is priced. Where the sales the Package would print imply a value at or above the County's, the Package's own evidence would argue against the owner, and the home is not priced. And where most nearby sales of similar size sold above the County value, a sign there may be no case at all, the home is moved to a closer look and shows no figure.

06

What we set aside

A home shows a dollar figure only when both readings exist and agree on a case. Everything else falls into one of three answers, and they are different answers.

“Worth a closer look”

The comparable-sales reading sits below the County value, but there is no automated valuation for the home yet, or the estimated saving is $15,000 a year or more, or the nearby sales point the other way (§5). One reading is not enough to put a number in front of a homeowner, so we show none. A County value the owner enters from their bill does not change this: the missing piece is the second reading, not the denominator.

“We don't see a case”

Both readings exist and the County value is at or below the opinion, or within 5% of it. This is a conclusion, not a set-aside: the evidence we have says the home is not over-valued. It can be wrong in the direction opposite to our lists, for the below-average house on a good block, which is why the site points these owners to the Assessor's public parcel page and to the County's free review.

Held out

The exclusions in §2: long-held homes, purchases after the lien date, disaster ZIPs, and County values that cannot be right. The site says which applies. No County value the owner supplies rescues a held-out home, because the problem is the reading, not the comparison.

Unlike the Georgia engine, the California models carry no numeric confidence score. The second reading does that work: a home is priced when the readings agree, and not priced when they cannot be compared.

07

What we are not

Five things this work deliberately does not claim to be.

An appraisal+

The opinion of value is Jasmine Lane's opinion, built from public sales data and advocated on the owner's behalf. It is not an appraisal, and it is not independent or neutral. The owner adopts it as their own when they enter it on the Assessor's form. The Assessor alone decides.

A uniformity argument+

In Georgia a home can be appealed because similar homes are assessed lower. California has no such remedy: under Proposition 13 two identical houses carry different values because they were bought in different years, and the Supreme Court upheld that in Nordlinger v. Hahn. We compare a home with sales, never with neighbors' assessments.

A permanent reduction+

A Proposition 8 value is temporary by statute. The Assessor re-determines it every January 1 and restores the value as the market recovers, up to the Proposition 13 base grown by the inflation factor. Our estimated saving is for one tax year, and we say so on every surface.

The filer+

In Los Angeles and Sacramento the owner files their own request; we prepare it and never submit it, sign it, or speak with the County about the home. In Contra Costa the owner signs the County's form and a written authorization, and we fax both to the Assessor at the owner's direction. Nobody from Jasmine Lane appears before the Assessor or the Assessment Appeals Board.

An outcomes predictor+

The readings measure the gap between the County value and the market on one date. They do not predict what the Assessor's appraiser will decide, which turns on the sales the appraiser has on file and on the appraiser's judgment.

08

Citation

Suggested attribution

Jasmine Lane, “[Title of finding],” (September 2026). California Methodology v1.0: jasminelane.app/methodology/california.

Inputs

Each County Assessor's public parcel roll (values, base years, living area, use type, valuation cluster or neighborhood code); a county-wide file of recorded market sales from a commercial property-data vendor; that vendor's automated valuation, obtained per home; and each home's tax rate from the County's records.

Model versions

Every California figure carries the model that produced it: la_div_2026 (Los Angeles), sac_div_2026 (Sacramento), cc_div_2026 (Contra Costa). The thresholds on this page are read from the same code the site applies, so the page and the estimate cannot disagree.

Versioning

This page describes California Methodology v1.0. Material changes are versioned with a changelog; a figure already sent to a homeowner stays pinned to the rule that produced it. The higher-of-two rule will be revisited against the Assessors' 2026 decisions.

For methodology questions or data corrections: hello@jasminelane.app