Eviction Research Network ← Washington eviction profile

Washington State · A white paper from the Eviction Research Network

Washington's eviction filings keep breaking records. This is not a passing shock. It is the new normal, arriving as the safety net is pulled away.

Rents have outrun incomes, and the guardrails that held filings down have lapsed. Filings are not receding; they have locked in about 44% above pre-pandemic levels and stayed there. Now the federal supports that kept things from getting worse are being withdrawn, just as Washington's own data show what withdrawal does. An eviction filing is the leading edge of displacement, the signal that comes before a wave of homelessness. We know how to answer it, if the state acts in time.

2,406
filings statewide, March 2026: all-time monthly record
1,066
King County, March 2026: county record
23,913
filings in the 12 months ending April 2026
▲44%
above the pre-pandemic pace
▼1.3%
year-over-year: a plateau, holding at a record-high level
11th
rank of March 2026 among monthly surprises; the surge already hit, and this is the floor it set

An exploratory analysis of county-level patterns and a review of the eviction-prevention literature. It describes correlations and policy context, not proven causes.

In brief · for Washington's lawmakers

Evictions are breaking records, and the record is becoming a new normal that is about to get worse.

Eviction filings are the first number to move in a displacement crisis; they rise before the shelter lists, before the street count. Washington's has just hit a record, while the supports that keep that number from becoming a homelessness wave are being cut. The warning is not coming. It is already here, in the data.Built from court records and peer-reviewed evidence rather than from alarm, which is exactly why it should be read closely.

Five things every Washington lawmaker should know:

  1. 1

    This is a new normal, and a new normal is more dangerous than a spike.

    March 2026's 2,406 filings beat the prior record by 3.5%. Strip out seasonal swings and it ranks only 11th among the series' biggest surprises. That is not because the danger is small. It is because the real surges already happened in fall 2023, and filings never came back down: they settled about 44% above pre-pandemic and held there. A spike recedes on its own; a new floor does not. Washington's floor is now a record-high one, and nothing in the data points back toward the old one.

  2. 2

    Rent outran incomes.

    Metro Seattle asking rents are up roughly 43% since 2017, about double the rise in metro Minneapolis. Across US counties, the share of renters paying 50%+ of income on rent is one of the two most reliable markers of where filing rates are high.

  3. 3

    The guardrails came down, and the timing is not a coincidence.

    Federal rental aid and Washington's mandatory pre-filing mediation (the Eviction Resolution Pilot Program) held recorded filings low through mid-2023. When the pilot sunset on July 1, 2023 and aid ran out, filings surged that fall, producing the four biggest surprises in the whole series. Much of the "increase" since is the return of cases the guardrails had been holding back.

  4. 4

    Washington already has the highest-evidence tools; it just isn't using all of them fully.

    The prevention measures with the largest documented effects, in order, are direct rental assistance, right to counsel, and pre-filing mediation. Washington has begun all three: it was the first state to guarantee tenants a lawyer (2021) and capped rents statewide in 2025. But its right-to-counsel program reaches fewer than half of tenants, and it let its mediation pilot expire.

  5. 5

    The biggest unknown is local effect size.

    Most published numbers for these levers come from other cities. The single highest-value next study is a Washington-specific measurement of how much rental assistance reduces filings here. The data exist; the estimate does not.

The bottom line: this is severe, and it is solvable. The evidence on what works is unusually strong, and Washington already holds most of the levers. What is missing is the decision to use them before the federal supports fall away. That is what makes the situation both alarming and hopeful: the state is not waiting on a discovery, only on a choice.

Verified numbers: every figure traces to the underlying data

  • 2,406: WA filings, March 2026 (all-time monthly record)
  • 1,066: King County, March 2026 (county record)
  • ~23,913: filings in the 12 months ending April 2026
  • +3.5%: above the prior statewide record (Jan 2025 = 2,325)
  • +7.8%: above the prior March high (March 2025 = 2,232)
  • ~44%: above pre-pandemic (12-month basis vs. April 2019)
  • −1.3%: year-over-year change in the 12-month total (a plateau at a record-high level)
  • 11th: rank of March 2026 among the series' biggest seasonal surprises
  • ~43%: metro Seattle asking-rent rise since 2017 (vs. ~21% Minneapolis)
  • July 1, 2023: sunset of WA's pre-filing mediation pilot (ERPP)
  • 2021: WA becomes the first state with a tenant right to counsel
  • 2025: WA enacts statewide rent stabilization (HB 1217)
  • ~45%: share of tenants actually represented under WA's right-to-counsel program
The full analysis
The brief above stands on its own. What follows is the evidence behind it: the trend, the model, the King County question, and what works, with the statistics kept visible in marked boxes.

1 · The trend

A new normal, more dangerous than a shock.

In March 2026, Washington's superior courts recorded 2,406 eviction filings, the highest single month in the recorded series, including 1,066 in King County, also a record. More records will follow, and that is the warning, not because any single month is a freak event, but because the trend has climbed for three years and settled at a new, far higher altitude. Filings over the year ending April 2026 totaled about 23,913, roughly 44% above pre-pandemic, and they have stayed there. A spike recedes; this has not.

It would be easy to file a record month under "statistical blip." That reading is wrong, and it is the costly mistake to make. Strip out the normal seasonal rhythm and March 2026 ranks only 11th among the series' biggest surprises, because the genuine surges already happened, in fall 2023, when filings stepped up to a new level all at once and never receded. The record isn't the shock; it is the proof that the shock became permanent.

Under the hood: how we separate "level" from "shock"

For each month we compute an expected count from the recent trend and the pre-pandemic seasonal pattern, then measure the gap:

expected = (trailing-12-month total ÷ 12) × seasonal_index
residual = actual filings − expected

The seasonal index comes from 2017–2019 monthly means. March 2026's residual is +361 filings: real, but ranked 11th. The four largest residuals are all fall 2023: October +769, November +762, August +631, September +627. The 12-month total is 23,913 (ending April 2026) vs. 16,649 a year before the pandemic, a rise of +43.6%. (Against calendar 2019 the rise is +57%; we lead with the more conservative 12-month basis.)

Plate I · Trends

Moratoria cut filings to a tenth of normal; by mid-2023 they had climbed back through the baseline and stayed there.

Monthly filings for Washington, Minnesota, and King County, with 12-month rolling totals. Washington's record months are the top of a multi-year climb, not isolated peaks.

Monthly eviction filings for Washington, Minnesota, and King County, 2016–2026, with 12-month rolling totals. Filings collapse during the 2020–21 moratoria, then climb steadily from 2022 and step up sharply in fall 2023.
Source: WA & MN court unlawful-detainer records; King County shown separately. Working analytical figure, to be re-cut as inline SVG to match the profile plates.

2 · The fall-2023 step-up

The guardrails came down, and filings rose toward the level that was always there.

Washington's filings did not climb smoothly; they stepped up sharply in fall 2023. Through mid-2023, two things held recorded filings down. The first was federal emergency rental assistance, which paid tenants' back rent. The second was Washington's Eviction Resolution Pilot Program (ERPP), a statewide requirement, from November 2021, that a landlord obtain a Dispute Resolution Center certification before a nonpayment case could be heard. Court data show the program routed a measurable share of cases out of the filing count entirely.

The pilot sunset on July 1, 2023, just as rental aid ran out. Over the next six months recorded filings more than doubled, topping 2,000 a month by October. So part of the 2023→2024 step-up is not a fresh surge in distress; it is the removal of a diversion valve, with filings rising back toward the level that had been occurring all along. This is the single most important annotation on the Washington time series, and it is also a rehearsal: Washington has already shown, in its own data, what happens when guardrails are removed. The federal government is now preparing to remove far larger ones, the subject of this paper's closing section.

Read with care. "Filings rose because the pilot ended" is a statement about recorded filings, not about how many households were actually in distress. ERPP moved cases out of the count; its sunset moved them back in. The underlying hardship was present on both sides of July 2023.
Plate II · Seasonality

Growth cooled to near zero, because filings had already locked in at a record-high level.

Year-over-year percent change, each year by calendar month. The deep-red 2022 row is the post-moratorium backlog; by 2025 the grid cools to near zero. That is not relief but a high plateau holding firm.

Heatmap of year-over-year percent change in Washington filings by calendar month and year. 2022 shows very large increases; 2024 starts high and decelerates; 2025 is near zero.
Source: WA court unlawful-detainer records. 2022 ranged +36% to +323% (backlog/ramp); 2024 fell from +171% in January to −11% by November; 2025 ≈ flat.

How to read this heatmap

Each square is one month compared with the same month a year earlier: a growth rate, not a count. Rows are years (2018 at the top, 2026 at the bottom); columns are calendar months, January through December.

Color: red means filings rose versus a year before, blue means they fell, and near-white means roughly flat; the deeper the red, the larger the year-over-year jump. The blue band across 2020 is the moratorium collapse, with filings down as much as 97% from the year before.

Mind the base effect. The huge reds of 2021–2022 (for example, +524% in April 2021) are mostly arithmetic: they are measured against the near-zero moratorium months of 2020, so even a modest rise in actual filings reads as an enormous percentage. Treat them as "rebounding off a floor," not "five times worse."

The point of the plate. By 2025 the grid fades to near-white, and that is not the crisis easing. A year-over-year change near zero on top of a record-high level means filings are holding at that high level, not returning toward normal. Here, pale means stuck at the top, not "back to baseline."


3 · The pressure underneath

Rent outran incomes, and where rent burdens are heaviest, filings are highest.

Behind the policy timing is a slower, structural pressure. Metro Seattle asking rents rose from about $1,464 to $2,091 between 2017 and mid-2025, a 43% nominal increase, roughly twice metro Minneapolis's 21%. That is the rent shock the rest of this analysis keeps returning to.

When the federal evaluation of pandemic rental assistance summarized the post-2022 world, it put the point plainly: emergency aid "was neither intended nor equipped to address the nation's pre-existing and continuing housing challenges. As of 2023, a quarter of US renter households were severely rent-burdened, spending half or more of their income on rent." Aid was the dam; unaffordability is the river.


4 · What predicts where filings are high

Two signals are solid. The rest is mostly noise, and saying so is the finding.

To ask which county conditions travel with high filing rates, we assembled a panel of 8,802 county-years across 1,369 counties (Washington and Minnesota court records plus a 29-state national extract, joined to Census demographics and rent), and fit three models that learn in very different ways: a Bayesian machine-learning model (BART), a random forest, and a plain regression (OLS). The point of using three is that anything real should show up in all of them.

Two features survive that test:

  • Severe rent burden: the share of renters paying 50%+ of income on rent. Higher burden, higher filing rate, steadily and monotonically.
  • Non-Hispanic Black population share: the single strongest and most consistent correlate. Counties with larger Black populations have markedly higher filing rates.

Almost everything else is fragile: the models disagree about it, and a fourth check (bootstrapping the importance scores) shows the rankings are within noise. Unemployment, for instance, tops one model's importance list but is statistically insignificant in the regression and ranks 8th in another, a clean example of why a single model's "top predictor" can mislead.

The load-bearing caution. "Counties with larger Black populations have higher filing rates" is an ecological, county-level association, a marker of the structural legacy of segregation, disinvestment, and discrimination in housing and lending that concentrates eviction exposure. It is not a statement about individuals and not causal. It is consistent with the household-level disparity research (Black renters face roughly 1.8× the filing rate of white renters), but you cannot read a household conclusion out of a county coefficient.

Under the hood: the actual coefficients and fit

Model fit (moderate, by design). Cross-section BART: in-sample R²(log) = 0.55; 10-fold cross-validated R²(log) = 0.38; OLS R² = 0.30; random-forest out-of-bag R² = 0.51. About 60% of county variation in (log) filing rate is unexplained, hence "screening tool, not effect sizes."

Standardized OLS coefficients (per 1 SD; |t| shown). Non-Hispanic Black share β=+0.44, t=9.8; severe rent burden β=+0.24, t=6.7; median rent +0.22, t=3.0; single-family-rental share −0.22, t=−5.3; renter share −0.16, t=−3.5 (collinear with rent burden). The partial-dependence slope for Black share rises from a predicted ~1.5% to ~4.6% filing rate across its range.

Why the rankings are "noise." BART tree-inclusion is normalized so a meaningless predictor scores 1/17 = 0.059. Across 30 bootstraps, the scores run 0.042–0.076 and no predictor clears two standard deviations above that uniform baseline, so the fine rank order should not be over-read. The robust evidence for the two signals comes from the OLS coefficients and partial-dependence curves, not from the importance ranking. Adding 2020 Democratic vote share gives a real but modest β=−0.13 (t=−2.33), most plausibly a proxy for state/local tenant-protection regimes.

Plate III · Predictors

As severe rent burden and Black population share rise, predicted filing rates climb steeply; the other features are flat or wobbly.

Partial-dependence curves for the top features: how the predicted filing rate moves as each feature sweeps across its range, holding the others fixed.

Partial-dependence curves for the top four model features. Non-Hispanic Black share and severe rent burden show steep upward slopes; the others are flat or non-monotonic.
Source: BART partial dependence, 2022 cross-section. Curves swept across each feature's 5th–95th percentile range.
Plate IV · Model honesty

The importance scores are nearly flat, which is why we lead with two signals, not a ranking.

BART variable-importance (tree-inclusion) for the cross-section. The bars cluster near the "meaningless" baseline; the lesson is humility about the rank order.

Bar chart of BART variable importance. Bars are clustered close together near the uniform baseline, with no single dominant predictor.
Source: BART tree-inclusion proportions, 2022 cross-section (29 states, N = 1,291 counties).

5 · The King County question

King County files below the rest of Washington, and is converging up to it.

King is the county everyone asks about. The honest way to place it in context is to compare it with the rest of Washington, using the same courts, same filing law, and same data source, and to watch it over time. We deliberately do not benchmark King against other states or a national model: what counts as a "filing," and when it reaches the docket, differs so much between states' legal processes that cross-state filing levels simply are not comparable. Within Washington, the comparison is like-for-like.

Read that way, King is no anomaly. It has long filed at a lower rate per renter than the rest of the state, about 0.73× the rest-of-Washington rate in 2019, before any of the 2020–21 policies. It bottomed in the 2022 post-moratorium trough (0.48×), then climbed steeply as the guardrails lapsed: its annual rate went 0.56% (2022) → 1.91% (2024) → 2.14% (2025), converging to 0.96× of its peers (essentially parity) by 2025. In March 2026, King recorded 1,066 filings, its own all-time monthly high.

The takeaway is the opposite of reassuring. King is not the exception to Washington's trend; it is catching up to it, and the trend it is catching up to is the record-high plateau this paper documents.

King vs. the rest of Washington: like-for-like, same court source. King has closed most of the gap with its peers since the 2022 trough.
YearKingRest of WAKing ÷ rest-of-WA
20191.14%1.55%0.73×
20220.56%1.18%0.48× (trough)
20241.91%2.27%0.84×
20252.14%2.23%0.96×
Plate V · King County

King has filed below the rest of Washington throughout, and is now converging up toward it.

Annual eviction filings per renter household, King County vs. the rest of Washington. Both fall under the moratoria, then climb sharply from 2022; King closes most of the gap by 2025.

Line chart of annual eviction filings per renter household for King County and the rest of Washington, 2016–2025. King is consistently below the rest of Washington, both collapse in 2020–21, then both climb steeply and King converges toward the rest of Washington by 2025.
Source: WA court unlawful-detainer records, ACS renter denominators. Within-state comparison only; same filing law and data source for both lines.

6 · Is Washington different?

Washington rose while Minnesota fell, but that's a two-state contrast, not a controlled experiment.

Raw filing counts are not comparable across states, so the comparison indexes each state to its own pre-pandemic normal (April 2019 = 100). On that footing the gap is clear: by April 2026 Washington sits about 44% above its own normal (index 144); Minnesota only about 9% above its own (index 109). Minnesota actually dropped below its normal in 2024 before recovering. Washington's rise is real and outsized, not an artifact of how the two states count.

It is tempting to read that divergence as a clean test of policy. It isn't: the two states differ in rent trajectories, court rules, industry mix, migration, and recent legislation. Several of those differences plausibly drive the split:

  • Rent. Seattle +43% vs. Minneapolis +21% since 2017, roughly twice the shock.
  • Guardrail timing. Washington's ERPP mediation sunset in July 2023 and filings surged that fall; Minnesota had no equivalent pre-filing-diversion sunset on that timeline.
  • Minnesota's own 2024 change. Minnesota's monthly filings dropped abruptly in January 2024 (from 1,422 to 621), consistent with its new pre-filing notice statute; that is the dip below its own normal that year.

The divergence is real but multi-causal; it does not isolate a single "Washington factor."

Plate VI · Two states, standardized

Indexed to each state's own normal, Washington has pulled far above it; Minnesota has not.

Trailing-12-month filings, each state indexed to its own April-2019 level (= 100). Indexing removes the cross-state level problem: we compare each state with its own pre-pandemic baseline, not with the other's raw counts.

Line chart indexing Washington and Minnesota trailing-12-month filings to each state's own April 2019 level (=100). Both collapse in 2020–21; Minnesota rebounds early then dips below 100 in 2024 and recovers to about 109; Washington climbs steadily to about 144.
Source: WA & MN court records. Indexing makes the trajectories comparable even though raw filing counts are not.

7 · What the national rental-assistance study teaches

Emergency rental assistance worked, and worked hardest exactly where Washington's pressure is greatest.

The UC Berkeley / UPenn evaluation of federal Emergency Rental Assistance (HUD-approved, February 2026) is the closest thing to a causal anchor in this whole picture. Its findings travel directly to Washington's situation, even though Washington was not in its samples.

  • At the 90th percentile of disbursement (counties receiving >$8M), the counties with the highest low-income shares saw about 75 fewer filings per 1,000 renters.
  • The effect was strongest in low-income and rent-burdened areas, the same conditions our model flags.
  • Assistance reduced the odds of a household moving by 35–53% and the odds of street homelessness by 60–65%.

The catch for Washington is the evidence gap: no estimate covers Washington specifically. Closing that gap is the priority study named at the end of this paper.

Under the hood: the dose-response estimate

Tract-level, the adjusted model gives an ERA-dollar coefficient of −3.98 filings per 1,000 renters per one-unit log increase in dollars (the unadjusted estimate is −6.903). In the county model, log ERA dollars, % Black, % Asian, % unemployed, and % rent-burdened are all significant negative predictors of filings; days of moratorium carry a positive but statistically insignificant sign once dollars are controlled. Implied cost-effectiveness is roughly $7,750 per assisted household.


8 · What works

No single lever stops displacement; they work as a web.

Here is the hopeful half of this report: the cure is known. An eviction filing is the leading edge of displacement, the first step on the path from a missed rent payment toward losing a home, and, for those who fall furthest, toward homelessness. No single policy stops it, but decades of evidence point to a short list of levers that do, working together in three families. The tiers below rank documented effect size and speed, not standalone sufficiency. Washington already holds the strongest of these tools; the danger is that it is not using them fully even as the pressure rises. A serious strategy braids them, and the window to do so is narrowing.

Plate VII · What works

The levers grouped by Protect · Preserve · Produce, placed along the path from missed rent to lost home.

Diagram of eviction-prevention levers grouped into Protect, Preserve, and Produce, with documented-effect tiers, arranged along the eviction-to-displacement pathway.
Documented-effect tiers from the prevention literature (HUD-ERA; Cassidy & Currie; Desmond; Colburn & Aldern). This paper's data describe filing trends, not causal policy effects. To be re-cut as inline SVG for the live page.

Protect renters now: the front line, where the evidence is strongest.

  • T1 Direct rental assistance pays down the arrears, the largest documented filing-reduction effect (see §7). Washington has run state and federal versions; no Washington-specific effect estimate exists yet.
  • T1 Right to counsel. Washington was the first state to guarantee a lawyer to low-income tenants (SB 5160, 2021), run by the Office of Civil Legal Aid. The leverage is on outcomes, not the raw count of filings: a landlord still files, but counsel changes what happens next.
  • T1 Pre-filing mediation. Washington's ERPP reached a 78% settlement rate before it was allowed to expire in July 2023 (§2). Whether to reinstate it is an open, evidence-supported question.
  • T2 Just cause with a right to cure for nonpayment; rent stabilization (capped statewide in 2025, HB 1217, too new to evaluate); source-of-income protection (in WA law since 2018).
Counsel is necessary but not sufficient, and Washington's program reaches fewer than half of tenants. Represented tenants do markedly better: about 25% less likely to have a writ of restitution (the order to remove a tenant) issued, ~40% more likely to win a dismissal, and ~15× more likely to obtain an order keeping the eviction off tenant-screening reports. But representation is gated on whether a tenant files a written response to the summons (74% of responders got counsel vs. 27% of non-responders). The highest-leverage operational change, with no new law required, is connecting the other ~55% of tenants to the lawyers already funded. And counsel works best with cash: a lawyer solves the procedural problem, assistance solves the resource problem of arrears.

Preserve the homes that exist.

  • T2 Curb serial filers (large landlords file far more often, 186% more for the largest); limit algorithmic rent-setting (Washington is a co-plaintiff in US v. RealPage).
  • T3 Preserve naturally-occurring affordable rentals; community land trusts.

Produce new low-cost supply: the durable foundation.

  • T3 Social housing, sub-50%-AMI production, restored housing vouchers, and income supports all ease the rent pressure that starts the whole path. Slowest to act (5–10 years, $400K+/unit), broadest in reach.

Cost-benefit, with caveats

The cost-benefit literature for these levers is real but fragile: most estimates are transported from New York, LA, or Philadelphia, and many double-count avoided shelter costs. Treat any single ROI with at least ±50% uncertainty.

Transported cost-benefit estimates: directional, not Washington-specific.
LeverCostDocumented effectPlausibly net-positive where…
Right to counsel~$23K per case (NYC; ~$8.8K per represented person)−62% possessory judgments (NYC); better outcomes in WAhigh-shelter-cost cities (Seattle qualifies)
Pre-filing mediationper-case cost not well established~75% reach agreement (Phila); WA ERPP 78% settledstrong court + nonprofit partnership
Rental assistance$6K–$10K per household35–53% fewer moves; 60–65% less street homelessnesscrisis periods; large downstream value
Just cause$0 fiscalsmall on no-cause; ~0 on nonpaymentalready in WA

9 · What we still don't know

The highest-value next step is one Washington-specific measurement.

The largest documented prevention effect, rental assistance, has no Washington-specific estimate. Washington holds the pieces to build one: Treasury ERA disbursement records, the court filing panel used here, and renter denominators. A dose-response study linking dollars to filings, county by county and month by month, is the single highest-value analysis on the table. A close second is a formal evaluation of Washington's own right-to-counsel and mediation programs against filing volumes; the data exist with the Office of Civil Legal Aid and the Administrative Office of the Courts.

Everything in this paper is a screening result and a literature synthesis. The point of naming the gap is that Washington is unusually well-positioned to close it.


Appendix A · Methods & data

How the analysis was built.

Data sources

Court records (the outcome). Washington and Minnesota county-month unlawful-detainer (UD) filing counts, 2016–2026, with renter-household denominators from the American Community Survey. A national extract (Legal Services Corporation counties, through May 2023) adds 1,243 more counties for the cross-section; Washington is not in that national source, and Minnesota's rows in it are dropped to avoid double-counting with its court panel.

Joined predictors. ACS 5-year demographics and housing (renter share, median rent, income, poverty, race/ethnicity shares, child share, rental vacancy, severe rent burden, single-family-rental share, population density), Apartment List county rent, and 2020 county presidential returns. Renter denominators are ACS-based throughout, so cross-source rate comparisons are not biased by the denominator, only by how each source defines a "filing."

The modeling panel. 8,802 county-year observations, 1,369 counties, 2016–2025. The headline cross-section is 2022 (N = 1,291 counties, 29 states); a change model uses 126 Washington + Minnesota counties (2018–19 → 2024).

Models

BART (Bayesian Additive Regression Trees, dbarts): outcome log(filings_per_renter + 1e-4); 4 chains × 2,000 draws × 200 trees; importance via tree-inclusion, normalized to a uniform baseline of 1/17 = 0.059. Random forest (ranger, 1,000 trees, permutation importance). OLS with z-scored predictors. Fit, bootstrap importance (30 resamples), and the King benchmark come from a strengthening re-analysis.

Seasonal decomposition for the monthly question: seasonal index from 2017–2019 means; expected = (trailing-12 ÷ 12) × seasonal_index; residual = filings − expected. Crude but adequate for ranking monthly surprises.

Caveats, consolidated (in priority order)

  1. Not causal. Conditional associations only; cross-section CV R² ≈ 0.38 (moderate).
  2. Ecological inference. County features do not transport to household conclusions.
  3. Cross-source comparability. The 2022 cross-section model (§4) pools court and national filing counts without a harmonized filing definition, a real caution for that model. We avoid it in the King (§5) and WA–MN (§6) comparisons by staying within-state or indexing each state to its own baseline.
  4. Modest n for a flexible model: 126 counties (change), ~1,291 county-years (cross-section).
  5. Importance is statistically flat: only severe rent burden and Black share survive as robust signals (via OLS and partial dependence).
  6. No causal-policy variables in the model (right to counsel, mediation, ERA dollars are discussed via the literature, not modeled).
  7. Washington is absent from the national panel; the national data also stop in May 2023.
  8. Vote shares are 2020, not 2024. Transported effect sizes: most lever and cost-benefit numbers are from other metros.

Appendix B · Glossary

Plain-language definitions.

Eviction filing
A landlord's formal court case to remove a tenant, what we count and map. It is not the same as an eviction: many filings end with the tenant staying, settling, or winning. A filing alone can still harm a renter through tenant-screening reports.
Unlawful detainer (UD)
The legal name for an eviction lawsuit in Washington and many states; our counts are UD case counts.
Eviction filing rate
Filings divided by renter households, our core headline number, often expressed per 1,000 renter households per year.
Rent burden / severely cost-burdened
The share of income spent on rent. "Rent-burdened" conventionally means 30%+; "severely cost-burdened" means 50%+, one of our two most reliable predictors of where filing rates are high.
Right to counsel (RTC)
A guarantee of a free lawyer for tenants facing eviction. Washington was the first state to enact it statewide (SB 5160, 2021). It changes what happens after a filing (fewer forced-outs, more sealed records), not the number of filings.
Eviction Resolution Pilot Program (ERPP)
Washington's mandatory pre-filing mediation program (2021–2023): landlords had to attempt resolution before a nonpayment case could be heard. It diverted many cases out of court; it ended July 1, 2023.
Emergency Rental Assistance (ERA)
Federal pandemic-era cash that paid tenants' back rent, the single largest documented way to reduce filings.
Trailing-12-month total
The sum of the most recent 12 months of filings, used to smooth seasonal swings and compare against a pre-pandemic baseline.
Seasonal residual
What's left after removing normal month-to-month swings; it tells you whether a month is a true surprise (March 2026 was only the 11th-largest).
Ecological inference (the ecological fallacy)
The caution that a neighborhood-level pattern does not describe the individuals in it.
BART (Bayesian Additive Regression Trees)
A flexible statistical model that finds non-linear patterns and reports its own uncertainty.

Appendix C · Sources & citations

References.

Eviction & housing literature

Washington programs & policy

Rental assistance & supportive housing

Methods