Video & Transcript Research : 'algorithmic discrimination'
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TX
Transcript Highlights:
- It is about, are you discriminating against some... one based off of a protected class.
- Realtors shall not be parties to any plan or agreement to discriminate against a person based off of
- That is the rule that we're talking about. do not discriminate.
- is discrimination regardless of where it happens It has to rise to the level of discriminating, denying
- We're just trying to explain that our our code deals with discrimination.
Keywords:
severe weather, adaptation plan, vulnerability assessment, environmental protection, state agencies, federal agents, transparency, law enforcement, identification, public trust, immigration enforcement, HCR 19, Texas concurrent resolution, federal immigration enforcement, masked agents, facial coverings, visible identification, uniforms, badges, name tags
TX
Transcript Highlights:
- . discrimination in our Texas public universities.
- Is discrimination based on intent, where you must prove someone meant to discriminate?
- It provides no definition for religious discrimination.
- But importantly, the bill does not define religious discrimination.
- Religious discrimination, how religious discrimination must be proved, or whether it has to be intentional
Bills:
SB2972, SB1909, SB2815, SB735, SB2233, SB800, SB1069, SB2683, SB2986, SB2058, SB2310, SB2055, SB1032
Keywords:
expressive activities, freedom of speech, public forum, higher education, protests, student rights, antisemitism, public institutions, disciplinary policy, student organizations, compliance, institutional policy, disciplinary sanctions, diploma designation, institution merger, academic records, student options, Holocaust education, Holocaust Remembrance Week, genocide education
TX
Transcript Highlights:
- protections being curtailed, when looked at as a whole, that is. the heart of what viewpoint discrimination
- It is going to be used as a pretext for viewpoint discrimination.
- I welcome freedom from discrimination. I will not accept it if it comes at the expense of others.
- . way, but this bill is all about, in my opinion, Chair respectfully, viewpoint discrimination.
- Always but not in a viewpoint discrimination way.
Bills:
SB2972, SB1909, SB2815, SB735, SB2233, SB800, SB1069, SB2683, SB2986, SB2058, SB2310, SB2055, SB1032
Keywords:
expressive activities, freedom of speech, public forum, higher education, protests, student rights, antisemitism, public institutions, disciplinary policy, student organizations, compliance, institutional policy, disciplinary sanctions, diploma designation, institution merger, academic records, student options, Holocaust education, Holocaust Remembrance Week, genocide education
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Racial Equity, Civil Rights, and Inclusion Jun 21st, 2026 at 01:00 pm
Joint Committee on Racial Equity, Civil Rights, and Inclusion
Transcript Highlights:
- In January, the President issued Executive Order 14173, which likens DEI to discrimination and prevents
- We reject all forms of bias, discrimination, xenophobia, and violence.
- All Americans still frown on discrimination.
- What has changed is how we are asked to think about discrimination.
- It is driven by algorithms. It takes risks in technology and assessment.
Summary:
The Joint Committee on Racial Equity, Civil Rights, and Inclusion held an informational hearing on “Protecting Equity in Higher Education” and emphasized that no bills were being heard. Members and witnesses focused on the effects of recent federal actions on DEI, admissions, financial aid, student loans, international students, and campus equity efforts in Massachusetts. Opening remarks from the co-chairs and the chair of Higher Education highlighted Massachusetts’ investments in free community college, expanded financial aid, and early college programs, while warning that federal policy changes could undermine those gains.
Testimony from BU law professor Jonathan Feingold argued that many DEI practices remain legally defensible after Students for Fair Admissions v. Harvard, and that the decision did not end all race-conscious or equity-oriented efforts. He said the Trump administration’s anti-DEI actions and funding threats were legally suspect and had created confusion and a chilling effect. Bahar Akman-in-Boden of the Hildreth Institute testified that proposed federal cuts to TRIO, Gear Up, Pell Grants, SEOG, work-study, and student loan programs would disproportionately harm low-income, first-generation, Black, Latino, and other underserved students, and urged the state to prepare hold-harmless and advising supports using Fair Share revenue.
Commissioner Noe Ortega described Massachusetts’ long history of equity in higher education and said the state has expanded aid, success programs, and early college, but still has work to do on attainment and completion. He said the state responded to SFFA by creating ACARE and continuing to defend equity practices, while also warning that federal disruptions and “dear colleague” letters have created uncertainty. In the second panel, state university leaders and campus officials said federal threats to Pell, DEI grants, Medicaid, and international student policies could affect access, campus operations, and the economy; they stressed that most state university graduates stay in Massachusetts and that institutions are continuing their equity practices despite federal pressure. Roxbury Community College’s president said RCC remains committed to open access and inclusion, noted enrollment growth, and said executive orders do not change existing law or the college’s obligations.
US
US Federal 2025-2026 Regular Session
Hearings to examine the nominations of Michael Kratsios, of South Carolina, to be Director of the Office of Science and Technology Policy, and Mark Meador, of Virginia, to be a Federal Trade Commissioner. Feb 25th, 2025 at 09:00 am
Commerce, Science, and Transportation Committee
Transcript Highlights:
- And I think in the US, the reason why we do have the greatest chips in the world, and the greatest algorithm
- change prices in real time for individual consumers and so this presents clear opportunities for discrimination
- I think it could be benefit on the consumer protection side. side as well. as discrimination against
Keywords:
Senate Committee, Commerce, Science, Technology, Quantum Computing, Artificial Intelligence, FTC, Consumer Protection, Innovation, Emerging Technologies
Summary:
The meeting of the Senate Committee on Commerce, Science, and Transportation featured significant discussions regarding technological advancements and their implications for the future. Notably, nominations were made for key positions in the White House's Office of Science and Technology Policy and the Federal Trade Commission. Committee members expressed the importance of leading in emerging technologies like artificial intelligence and quantum computing, emphasizing that the pace of innovation is crucial for maintaining the United States' global position as a leader in technology. The discussions also highlighted the role of the FTC in protecting consumers from deceptive business practices and ensuring fair competition in the marketplace.
Attendees underscored the urgency of advancing research and development in areas such as quantum computing, as evidenced by a demonstration of a new quantum chip anticipated to redefine computing capabilities across industries. Various members engaged in vibrant exchanges, showing support for initiatives aimed at bolstering innovation through public and private collaboration. Overall, the meeting set a strong agenda for pursuing future science and technology policies that ensure the U.S. remains at the forefront of global advancements.
CA
California 2025-2026 Regular Session
Assembly Floor Session May 27th, 2026
California House Floor Meeting
Transcript Highlights:
- Discounts that don't, obviously, discriminate based on income or discriminate on certain characteristics
- Because if you're a single mom and that algorithm knows you have the profile of being a single mom, you
- Because if you're a single mom and that algorithm knows you have, you have to be subjected to a higher
- Because if you're a single mom and that algorithm knows you have, you have a characteristics because
- if you're a single mom and that algorithm knows you have the profile of being a single mom, you shouldn't
Summary:
The Assembly met in session, established a quorum, approved dispensing with the previous day’s journal, and then took up a long third-reading file. Early procedural actions included moving AB 1589 to the inactive file and continuing reconsideration items. The chamber then considered a series of bills largely focused on immigration enforcement, detention, worker protections, child care, voting access, and related public services.
Several immigration-related measures passed, including AB 2393 on damages for false imprisonment/arrest, AB 1994 on an immigrant victims’ rights and resources card, AB 1929 on health plan investment disclosures, AB 1633 imposing a tax on for-profit detention facilities, AB 1650 requiring decals on rental vehicles used for enforcement, AB 1655 protecting CalWORKs benefits when a child is detained, and AB 1896 disqualifying people who participated in immigration enforcement from certain public employment. AB 2230, which would bar immigration enforcement near polling places and child care facilities, also passed after extensive debate. Supporters framed these bills as accountability and protection for vulnerable communities; opponents argued they targeted federal law enforcement, were unnecessary, or raised constitutional concerns. AB 1851 on statewide school mental-health guidance also passed unanimously.
After the midday recess, the Assembly returned and continued with more bills tied to immigration impacts and child welfare. AB 2379 passed with urgency, requiring child care providers to be informed of constitutional rights and trained on protections when confronted by immigration enforcement. AB 2460 passed to update school behavioral-health referral protocols for students affected by immigration enforcement trauma. AB 2495 passed to expand prohibitions on employer immigration-related threats, and AB 2662 was presented as a way for California to monitor and document federal enforcement actions and report on their community impacts. Throughout the day, the floor featured repeated exchanges over whether the bills addressed real problems or were political messaging, but the measures that came to a vote generally advanced with majority support.
MN
Minnesota 2025 1st Special Session
Regulating Artificial Intelligence – Senator Jen McEwen Mar 17th, 2025
Minnesota Senate Floor Meeting
Transcript Highlights:
- But those algorithms would constantly be adjusted and changed at random times that the workers didn't
- <00:02:04.640>
that <00:02:04.759>were having algorith algorithms that were having - algorith algorithms that were presented<00:02:06.079>
by <00:02:06.280>the <00:02:06.719 - would constantly be adjusted algorithms would constantly be adjusted and<00:02:15.239>
changed - that had been programmed to algorithm that had been programmed to direct<00:02:48.480>
their <
FL
Florida 2025 Regular Session
October 15, 2025 - 01:30 PM
Transcript Highlights:
- So what is the algorithm and why does it need to be updated?
- They looked at problems with the algorithm.
- and some of the changes to the algorithm.
- the flaws in the existing algorithm.
- algorithm to supersede the existing algorithm?
Summary:
The Human Services Subcommittee met to receive an update from the new director of the Agency for Persons with Disabilities on implementation of House Bill 1103. The director said APD is working to update the funding algorithm through a contracted study due November 15, 2025, expand transparency on its website, launch an online crisis application by the end of 2025, improve client choice in qualified organizations and waiver support coordinators, and coordinate with AHCA on the managed care pilot and Florida HealthFinder listings for APD providers. He also said APD is working on family resource materials, a monthly newsletter, and stronger transition planning with DCF.
Members asked about whether the new algorithm would include transportation and what services might change, but the director said the replacement model is still being developed and any new methodology would be implemented through rulemaking. Questions also focused on Family Care Councils, including the statewide council’s membership and appointment process; the director said the statute sets the process and APD is helping councils recruit and organize. On transparency, members praised the website improvements and asked for more interactive data tools. The director said APD would consider suggestions and continue expanding public reporting.
The committee also discussed eligibility and waiver notices, including concerns about outdated language in APD letters and how autism cases are reviewed. The director said clinicians and behavioral analysts review cases and asked to see the specific letter. On the pre-enrollment list, the chair asked about the wait list, and the director said APD recently sent 5,612 service offers to people on the list and is working to better distinguish those who truly need services from those who do not. No votes were taken, and the meeting adjourned after the presentation and questions.
FL
Florida 2025 Regular Session
October 15, 2025 - 01:30 PM
Transcript Highlights:
- So so what is the algorithm and why does it need to be updated?
- Now, the algorithm was last updated in 2016, so it's nearly 10 years old.
- They finished the first phase with a look at our current algorithm.
- You talked with us a bit about the algorithm is the changes to our algorithm.
- looked at the for the flaws in the existing algorithm.
CA
California 2025-2026 Regular Session
Assembly Judiciary Committee Mar 25th, 2025
Transcript Highlights:
- As the Brookings Institute observed, if companies want to reap the benefits of intelligent algorithms
- person renting a room in an owner-occupied home can legally choose whom they rent to despite state discrimination
- California Civil Rights Department to create and carry out statewide media campaigns to discourage discrimination
- these same companies using what you're going to be hearing in other bills this year relative to algorithmic
- stay safe from abuse by letting survivors change their rental unit locks, protecting them from discrimination
Summary:
The committee heard several bills, with the most detailed discussion focused on AB 316, AB 251, AB 474, AB 1201, AB 464, and AB 614. AB 316 would prevent AI developers or deployers from arguing in civil cases that an AI system’s alleged autonomy absolves them of responsibility. Supporters framed it as a narrow guardrail to protect families, especially children, from harms like dangerous chatbots and deepfakes; opponents, including TechNet and the Chamber of Progress, raised concerns about possible strict-liability implications. The bill was moved out of committee to Privacy and Consumer Protection.
AB 251 would let judges lower the burden of proof in elder abuse cases when a skilled nursing facility or RCFE intentionally destroys evidence. Supporters said the measure is needed because elder abuse victims are often unable to testify and records are vulnerable to spoliation, while opponents argued existing sanctions are sufficient and warned of more litigation. The bill passed, with committee members emphasizing the vulnerability of elder abuse victims. AB 474 sought to expand nonprofit home-sharing programs, including tax incentives for low-income homeowners and changes to housing law and lodger rules. Supporters said it would help older adults and low-income Californians avoid homelessness, but several members and the California Apartment Association raised concerns about removing lodger-law protections for homeowners; the author committed to keep working on the issue. The bill passed to Human Services.
AB 1201 would give courts discretion to provide family reunification services to parents with certain violent felony convictions, rather than applying an automatic bypass. Supporters from Starting Over Inc. described personal experiences with permanent family separation and argued the bill would give parents a fair chance when the conviction is unrelated to child safety. Some members supported the measure but questioned whether domestic violence histories should be treated differently; the author said the bill still allows courts to deny services when reunification would endanger a child. The bill passed to Human Services. AB 464 addressed sexual abuse and retaliation in state prisons by extending reporting time after release, adding 90-day monitoring after reports, barring rehiring of confirmed abusers, and strengthening reporting and anti-retaliation rules. Survivors testified about abuse, retaliation, and failures in CDCR’s response; the bill passed to Appropriations.
AB 614 would standardize the Government Claims Act filing deadline at one year for all claims. The author and supporters argued the current six-month deadline for injury and wrongful death claims is too short for victims to learn the process, find counsel, and gather evidence, while businesses often get a full year. A civil rights attorney and a family member of a deceased jail detainee testified in support, describing how the current deadline can block meritorious claims. The bill was presented for committee consideration as the hearing continued.
TX
Transcript Highlights:
- This algorithm that we haven't been able to see.
- Algorithms in general, do you know what a data point is? I do know a little bit about algorithms.
- It's based on a mathematical formula, an algorithm.
- That's what the algorithm uncovers a pattern.
- That's how an algorithm works.
CA
California 2025-2026 Regular Session
Assembly Floor Session May 19th, 2025
California House Floor Meeting
Transcript Highlights:
- Personalized algorithms, endless scrolling, like buttons, and other strategies play on psychology to
- Elected to the San Francisco Board of Supervisors in 1977, he championed anti-discrimination laws, labor
- Many still face stigma discrimination. and invisibility both in public and in their own families.
- As supervisor he successfully passed a landmark gay rights ordinance that banned discrimination in housing
- In 2020, the legislature passed the RJA to address racial discrimination and bias in criminal proceedings
AL
Bills:
SB309, HB192, SB178, SB179, SB237, HB10, HB107, HB189, HB37, HB226, SB309, HB192, SB178, SB179, SB237, HB10, HB107, HB189, HB37, HB226
Keywords:
automated driving systems, oversized vehicles, transportation, regulations, permits, HB192, international wire transfer, wire transfer fee, remittance fee, money transmission business, Alabama Securities Commission, Department of Revenue, Education Trust Fund, ELL instructors, English Language Learner, ESL teachers, income tax credit, remittances, international money transfer, migrant families
MN
Minnesota 2025-2026 Regular Session
AI use prohibited during health insurance prior authorization request review 2/19/26
Minnesota House Floor Meeting
Transcript Highlights:
dictate <00:04:41.120>who Relying on algorithms to dictate who Relying on algorithms to- However, we do find it troubling if AI algorithms are being used to deny care.
- However, we do find it troubling if AI algorithms are being used to deny care.
- <00:14:12.000>
and prohibition of the use of algorithms and prohibition of the use of algorithms - Uh in practice, these algorithms and AI.
US
US Federal 2025-2026 Regular Session
US House Floor Proceedings (Tuesday, June 23, 2026)
US Federal House Floor Meeting
Transcript Highlights:
- Surveillance pricing feeds your personal information and your online activity into an algorithm.
- That algorithm then raises the price you see online for your purchase based on how online for your purchase
- So if the algorithm recognizes, say, that based on your web search history that a family member just
- ago, 250 years that at times has involved Years that at times has involved struggle, hardship, discrimination
TX
Transcript Highlights:
- Anything less is medical abandonment and discrimination.
- She was harassed in the streets and discriminated against in public, not to mention struggles with getting
- I know that her death was a direct result of abuse, discrimination, and anti-trans hatred so pervasive
- If claims are made that will discriminate against trans people, your state court has already ruled, quote
- There are algorithms determining when they have to be there and what their time is going to be; they're
Bills:
HB778, HB 1266, HB1576, HB2213, HB2517, HB2518, HB2841, HB3306, HB3320, HB3388, HB3508, HB3520, HB3689
Keywords:
credentialing, healthcare, physician assistants, advanced practice nurses, managed care, hurricane, windstorm, loss mitigation, grants, insurance discounts, property retrofitting, insurance, Texas Windstorm Insurance Association, board composition, coastal counties, property insurance, taxation, Texas FAIR Plan Association, premium taxes, maintenance taxes
FL
Florida 2025 Regular Session
Appropriations Committee on Health and Human Services Apr 15th, 2025
Transcript Highlights:
- IT WAS TO ENSURE THAT THE CITY WAS NOT DISCRIMINATING AGAINST HOMES. WE HAVE TO FOLLOW FEDERAL LAW.
- SO, AGAIN, FEDERAL LAW PREVENTS US FROM DISCRIMINATING.
- WE HAVE ISSUES WITH ALGORITHMS WHEN WE TALK ABOUT THE DOLLARS AND CENTS THAT OUR FOLKS SHOULD BE GETTING
US
US Federal 2025-2026 Regular Session
Joint hearings with the House Committee on Veterans' Affairs to examine the legislative presentation of The Veterans of Foreign Wars of the U.S. and multi VSOs: Paralyzed Veterans of America, Iraq and Afghanistan Veterans of America, Student Veterans Mar 4th, 2025 at 09:00 am
Senate Veterans' Affairs
Transcript Highlights:
- I'm worried that these haphazard cuts and discriminant cuts are going to have on the immediate and long-lasting
- After much research, Sean learned that the scoring algorithm is weighted so heavily toward those with
- voucher program for all extremely low-income veterans and legislation to prohibit source of income discrimination
Keywords:
veteran services, Secretary Collins, healthcare provisions, contract cancellations, transparency, accountability, committee meeting, legislation
Summary:
During this committee meeting, various bills were discussed with a specific focus on veteran services and healthcare provisions. Notably, the cancellation of critical contracts under Secretary Collins sparked significant debate, with representatives emphasizing the adverse impact on veteran care. The meeting featured testimonies from veterans and stakeholders who expressed their concerns regarding the potential fallout of these cancellations, demonstrating the urgency of transparency and accountability in management decisions. Discussions also delved into various legislative proposals aimed at improving services for veterans amidst these challenges.
MN
Minnesota 2025-2026 Regular Session
House DFL Press Conference 3/25/26
Transcript Highlights:
- If the algorithm tells you to maximize profit off a poor mom buying diapers, turn the algorithm off or
- If the algorithm tells you to maximize profit off a poor mom buying diapers, turn the algorithm off or
- If the algorithm tells you to maximize profit off a poor mom buying diapers, turn the algorithm off or
- If the algorithm tells you to maximize profit off a poor mom buying diapers, turn the algorithm off or
- If the algorithm tells you to maximize profit off a poor mom buying diapers, turn the algorithm off or
Summary:
The meeting focused on proposed Minnesota legislation to ban surveillance pricing and restrict AI-powered electronic shelf labels in grocery stores. Speakers from UFCW 1189 and UFCW Local 663, along with Rep. Samantha Sencer-Mura and Senate Majority Leader Erin Murphy, argued that these technologies could enable real-time price increases based on consumer data, undermine budgeting and privacy, and worsen affordability for families. They also said the technology could reduce hours or eliminate jobs for grocery workers who currently handle pricing and store knowledge, with UFCW Local 663 estimating about 500 affected jobs among its members alone.
Testimony emphasized examples such as baby formula, diapers, bananas, and milk to illustrate how fluctuating prices could hurt families, seniors on fixed incomes, and people in food deserts. Speakers also argued that grocery workers provide essential customer service and that automation should be introduced responsibly, not at the expense of workers or consumers. Murphy and Sencer-Mura framed the bill as a response to corporate greed and big tech surveillance, saying Minnesota should act proactively before the practices become widespread.
During questions, lawmakers and advocates discussed whether the issue was proactive or reactive, whether disclosure requirements like those used in New York would be sufficient, and how surveillance pricing differs from loyalty programs or coupons. Speakers said disclosure alone would not prevent tracking or price manipulation and that the goal was to stop the practice altogether. The transcript ended with the advocates saying they would continue meeting with lawmakers on both sides of the aisle; no vote or final committee action was recorded in the excerpt, though one question referenced a related bill stalling in committee earlier that morning.
NH
New Hampshire 2026 Regular Session
House Executive Departments and Administration (01/29/2026)
Executive Departments and Administration
Transcript Highlights:
- Uh, it was more in algorithms and systems.
- Uh, it was more in algorithms and systems.
- should be discrimination involved um it should be fine. fine. fine.
- And several years ago, many years ago, there was an algorithm that came out.
- there was an algorithm that came out. there was an algorithm that came out.