February 2026

Data Intelligence Brief

Eaton Fire Recovery: Seven Months of Beneficiary Data

3,941
Documented Interactions
~1,071
Unique Contacts
16,813
Individuals Represented
$5M+
Aid Distributed

Dataset Overview

SourceGoogle Form completed at point of service
PeriodJuly 21, 2025 to February 18, 2026 (7 months)
Entries3,941 service interactions
Returning61.8% of interactions are returning visitors
Consent100% agreed to data use

Note: This dataset is a sample, not a complete record. FRF has been active since January 2025. Interactions before the digital intake form launched in July 2025, and visits where no form was completed, are not captured here. Actual service volume is significantly higher.

Who We Serve

FRF primarily serves minority communities in the direct Eaton Fire impact zone.

Race and Ethnicity

Hispanic/Latino
69.0%
Black/African American
11.3%
White
10.1%
Asian
6.6%

Percentages are inclusive (multi-select allowed).

Age Distribution

35-4422.2%. Largest cohort. Working-age household providers.
55-6418.2%. Pre-retirement. Employment and housing challenges.
45-5416.5%
65+16.1%. Fixed incomes. Higher vulnerability.
25-3415.1%. Young adults, many with young families.
Under 249.4%

50.8% of interactions involve adults 45 and older.

Household Size

4.3
Avg. Persons per Household
16,813
Total Individuals Across All Interactions
19.9%
Large Households (6+)

Large households (6+): 5,197 individuals. 82% Hispanic, 26.5% unhoused.

The People Most At Risk

20.8%
Unhoused
15.4%
Disabled
2.7%
Veterans
36.9%
Any Vulnerability

819 interactions involved unhoused individuals (3,628 people). 607 involved disability (2,489 people). 106 involved veterans.

Compound Vulnerability

Unhoused + 65+

84

interactions. 31% Black (vs. 11.3% overall). Elderly, unhoused, and disproportionately Black.

Single-Person Households

103

interactions. 26.2% unhoused, 31.1% disabled, 36.9% elderly. Isolated, no household support.

Racial Disparity in Vulnerability

Black beneficiaries face the sharpest disadvantage: 27.3% unhoused and 32.9% disabled, both the highest of any group. Among unhoused seniors, 31% are Black, nearly 3x their overall share.

What People Need

Service Demand Rates

Hygiene products
~72%
Household supplies
~65%
Food
~55%
Water
~50%
Baby care
~45%
Clothing
~38%

Unhoused vs. General Population

CategoryGapDetail
Water+18.8pp67.9% vs. 49.1%. Largest gap. Basic survival resource.
Food+8.1pp61.8% vs. 53.7%
Clothing+4.9pp41.8% vs. 36.8%

Unhoused individuals have fundamentally different, more acute needs, particularly around water.

Families with Children

51.1%

Of All Interactions Involve Baby Care

2,014 interactions. 9,354 individuals in those households.

Profile

76.5% Hispanic. Average household size 4.7. 22.2% unhoused.

Baby care demand has risen from ~30% to 62.8% over the data period.

How Needs Are Changing

13 months post-fire, needs are deepening, not declining.

Demand Intensity Rising

3.18 → 4.15
Avg. services per visit · +33%

Beneficiaries receive more categories of aid per visit, not fewer. Need is deepening.

"Total Need" Surging

7.9% → 26.8%
Visitors needing everything

More than 1 in 4 visitors in February arrived needing water, food, baby care, hygiene, household supplies, and clothing.

Clothing Demand Surge

5.6x
9.2% to 51.8%

Signals a shift from acute survival needs toward longer-term rebuilding.

Elderly Population Growing

20.2%
65+ share, up from ~14%

Elderly residents are increasingly reliant on FRF as other support systems expire or prove inaccessible.

Unhoused Rate

Peaked at 23.3% in September, now 17.9%. May reflect partial housing recovery or population shifts. 17.9% is still a crisis-level indicator.

Geographic Concentration

84.4% of all interactions come from Altadena and Pasadena. FRF is deeply embedded in the communities most affected.

91001
Altadena
51.7% of interactions

66.2% Hispanic, 15.3% Black, 23.5% unhoused. Ground zero for the fire.

91103
Pasadena
20.3% of interactions

82.7% Hispanic, 54.7% baby care. Large families with young children.

91104
Pasadena
12.8% of interactions

19.0% disabled, 24.0% elderly. Concentrated long-term care needs.