Monitoring the Session

HB 5282

bill ending artificial intelligence scoring of written test answers

Died in committee

Verdict: No flags

No flagsInitial review
Rep. Gina HinojosaDHouse 49

Initial review · graded Oct 20, 2026 · Headline, summary and grade are analysis of the bill text, not a finding about any person · How we grade

Caption

relating to the use of artificial intelligence to score certain portions of assessment instruments administered to public school students.

Caption from analyzed text · version I.

Summary

Machines keep the multiple choice. Humans get the essays back.

The bill orders the Texas Education Agency to stop the use of artificial intelligence to score written, open-ended answers on state tests, while still allowing machines to score multiple choice answers. It touches public school students, the agency, and the testing vendors that score state exams. An AI scoring method can still be used only if it was trained on answers from disadvantaged, emergent bilingual and special education students, meets accepted reliability standards, and is certified by an independent evaluator as valid and free of measurable bias, starting with the 2025-2026 school year.

Labels

Labels: NEVER GOT A HEARING. Filed Mar 14, 2025 and referred to the House Public Education committee. No public hearing. The bill died.

Receipt

The receipt

89R-HB5282 · 2025-03-14

SOLD BY

ITEM

relating to the use of artificial intelligence to score certain portions of assessment instruments administered to public school students.

WHAT IT DOES

Machines keep the multiple choice. Humans get the essays back.

The bill orders the Texas Education Agency to stop the use of artificial intelligence to score written, open-ended answers on state tests, while still allowing machines to score multiple choice answers. It touches public school students, the agency, and the testing vendors that score state exams. An AI scoring method can still be used only if it was trained on answers from disadvantaged, emergent bilingual and special education students, meets accepted reliability standards, and is certified by an independent evaluator as valid and free of measurable bias, starting with the 2025-2026 school year.

CHARGES

[ ] NONE FOUND

TOTAL

No fiscal note in the loaded record.

HISTORY

  1. Filed
  2. Read first time
  3. Referred to Public Education
FILED UNDER

No verified beat found.

No flags

THANK YOU FOR CHECKING THE RECEIPT

CAMPAIGN PAID FOR BY

CAMPAIGN PAID FOR BY

Donors

DSCC$1.49MJay Robert Pritzker$1,200,000DGA Action$1.00M

Not tied to this bill.

Sources

The author's campaign account only. Own money and internal transfers are separate on the member page.

Derived itemized flow · Jul 1, 2024 to Oct 24, 2026. State data as of Nov 4, 2026.

Derived itemized contributions on live regular reports and uncovered special-session dates. Internal account transfers and daily reports are excluded.

DSCC$1,485,555.60

DSCC

$1,485,555.60

Cash
$0.00
Paid by others
$1,485,555.60
Total
$1,485,555.60
canvassing $1,467,942.00Other filed descriptions $17,613.60

Also funds 0 other sitting lawmakers.

Derived recipient stock · Oct 2, 2026 to Oct 19, 2026. State data as of Nov 4, 2026.

Name match, not a verified identity: normalized filed name and state.

Sources

Derived itemized flow · Oct 2, 2026 to Oct 19, 2026. State data as of Nov 4, 2026.

Derived itemized contributions on live regular reports and uncovered special-session dates. Internal account transfers and daily reports are excluded.

Report IDs: 101073400.

Jay Robert Pritzker$1,200,000.00
DGA Action$1,000,000.00

DGA Action

$1,000,000.00

Cash
$1,000,000.00
Paid by others
$0.00
Total
$1,000,000.00

Also funds 0 other sitting lawmakers.

Derived recipient stock · on Oct 15, 2026. State data as of Nov 4, 2026.

Name match, not a verified identity: normalized filed name and state.

Sources

Derived itemized flow · on Oct 15, 2026. State data as of Nov 4, 2026.

Derived itemized contributions on live regular reports and uncovered special-session dates. Internal account transfers and daily reports are excluded.

Report IDs: 101073400.

Money

Missing data does not establish zero giving. Display amounts are rounded.

×

DSCC

$1,485,555.60

Cash
$0.00
Paid by others
$1,485,555.60
Total
$1,485,555.60
canvassing $1,467,942.00Other filed descriptions $17,613.60

Also funds 0 other sitting lawmakers.

Derived recipient stock · Oct 2, 2026 to Oct 19, 2026. State data as of Nov 4, 2026.

Name match, not a verified identity: normalized filed name and state.

Sources

Derived itemized flow · Oct 2, 2026 to Oct 19, 2026. State data as of Nov 4, 2026.

Derived itemized contributions on live regular reports and uncovered special-session dates. Internal account transfers and daily reports are excluded.

Report IDs: 101073400.

×

DGA Action

$1,000,000.00

Cash
$1,000,000.00
Paid by others
$0.00
Total
$1,000,000.00

Also funds 0 other sitting lawmakers.

Derived recipient stock · on Oct 15, 2026. State data as of Nov 4, 2026.

Name match, not a verified identity: normalized filed name and state.

Sources

Derived itemized flow · on Oct 15, 2026. State data as of Nov 4, 2026.

Derived itemized contributions on live regular reports and uncovered special-session dates. Internal account transfers and daily reports are excluded.

Report IDs: 101073400.

Votes

No floor vote loaded for this bill.

Fiscal

No fiscal note in the loaded record.

How this was graded

Analysis of text version I by claude-opus-5-5, Oct 20, 2026, against the published rubric.

Sources

Texas House · Filed Mar 14, 2025

04/07/2025 H Referred to Public Education: Apr 7 2025 5:28PM

Texas Legislature Online · Introduced

Data snapshot Oct 26, 2026 at 4:20 AM CDT. Grades, charges, quotes and corrections follow the published record.

House committee · Public Education · Final status: Died in committee

Subjects

Artificial Intelligence (IQ7C5)

Education--Primary & Secondary--Testing

EDUCATION AGENCY, TEXAS

Text

The text as introduced · 373 words

89R14836 CMO-D

By: Hinojosa
H.B. No. 5282

A BILL TO BE ENTITLED

AN ACT

relating to the use of artificial intelligence to score certain

portions of assessment instruments administered to public school

students.

BE IT ENACTED BY THE LEGISLATURE OF THE STATE OF TEXAS:

SECTION 1. Section 39.023, Education Code, is amended by

adding Subsections (q) and (r) to read as follows:

(q) Except as provided by Subsection (r), the agency shall

prohibit the use of artificial intelligence, including an

artificial intelligence-based algorithm, algorithmic device,

automated scoring engine, or any scoring method that uses

artificial intelligence in part, to score a constructed response on

an assessment instrument administered under this section or an

assessment system developed under Section 39.027(e). This

subsection does not prohibit the use of a machine to score a

multiple choice response.

(r) A scoring method otherwise prohibited by Subsection (q)

may be used to score a constructed response described by that

subsection if the scoring method:

(1) was trained on representative samples of

constructed responses that include the responses of students who

are:

(A) educationally disadvantaged;

(B) emergent bilingual students, as defined by

Section 29.052; or

(C) eligible to enroll in a school district's

special education program under Subchapter A, Chapter 29;

(2) demonstrates scoring validity and reliability at

levels consistent with industry-accepted standards for automated

machine or hybrid automated machine scoring methods, including

standards established by the National Assessment of Educational

Progress; and

(3) has been evaluated by a qualified independent

entity, unaffiliated with the agency, an advisory group of the

agency, or any entity involved in the development of the scoring

method and the entity certifies that the scoring method:

(A) is valid and reliable in scoring constructed

responses;

(B) does not demonstrate any measurable bias

against a student described by Subdivision (1); and

(C) meets all applicable psychometric standards

for the scoring of assessment instruments.

SECTION 2. This Act applies beginning with the 2025-2026

school year.

SECTION 3. This Act takes effect immediately if it receives

a vote of two-thirds of all the members elected to each house, as

provided by Section 39, Article III, Texas Constitution. If this

Act does not receive the vote necessary for immediate effect, this

Act takes effect September 1, 2025.