Video & Transcript Research : 'algorithmic discrimination'
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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.
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.
MA
Massachusetts 2025-2026 Regular Session
Special Legislative Commission on Emerging Firearm Technology Jun 21st, 2026 at 01:00 pm
Transcript Highlights:
- The most comprehensive study to date of bias in facial recognition algorithms was conducted by researchers
- ” “To date of bias in facial recognition algorithms was conducted by researchers at the National Institute
- Facial recognition algorithms vary widely in terms of accuracy across demographic differences.
- Across the industry, companies produced algorithms that resulted in drastically different outcomes on
- Most algorithms gave significantly higher false match rates for women than for men.
Summary:
The commission met for its fourth hearing on emerging firearm technology, focused on personalized firearms and related privacy issues. Co-chairs noted the commission’s charge to study personalized firearm incentives, risks from digital manufacturing codes and AI, and the costs of requiring personalized firearm and microstamp technologies, and said the report deadline is being extended to July 31. They also announced the next public hearing for April 17 at 11:00 a.m., limited to Massachusetts residents.
The first witness, Kai Kloepfer of Biofire, described the company’s personalized 9mm smart gun and argued it is designed to prevent unauthorized use through biometric authentication, local encrypted data storage, no wireless connectivity, and automatic disarming when released. He said Biofire opposes any mandate requiring personalized firearms, calling such mandates a de facto gun ban that would stifle innovation, limit consumer choice, and burden a still-developing market. He said the company has a patent portfolio, has received thousands of pre-orders, is shipping in all 50 states, and is approved for sale in Massachusetts; he also said the gun costs about $1,500, is currently sold online, and is intended mainly for home defense. Members questioned him about sales, manufacturing, battery life, repairability, transfer of ownership, possible expansion to other firearms, and whether microstamping could be incorporated.
A Massachusetts firearms roster official, Michaela Dunn, explained the state’s testing and approval process for handguns and confirmed that the Biofire firearm is now on the Massachusetts roster and commercially available for retail sale in the state. Kate Crockford of the ACLU of Massachusetts testified only on facial recognition, warning that commercially available systems show significant demographic bias and that Massachusetts lacks comprehensive biometric privacy protections. She urged passage of pending data privacy and biometric privacy bills, including the Massachusetts Data Privacy Act and related measures, before any broader use of biometric verification in firearm laws. Commissioners discussed privacy concerns, and Biofire said its system is zero-knowledge and would likely comply with stronger biometric privacy laws. No votes were taken and no formal action was reported beyond the scheduling announcement and the extension effort.
DE
Transcript Highlights:
- House Bill 355, the Speak Your Truth Act, protects victims of sexual assault, discrimination, and harassment
- The Speak Your Truth Act protects victims of sexual assault, discrimination, and harassment from retaliatory
- individuals who communicate in good faith about experiences of sexual harassment, sexual assault, or discrimination
Keywords:
HOPE Court, homeless court, housing instability, homelessness, poverty elimination, problem-solving court, community court, diversion program, criminal justice reform, reentry, warrants, fines and fees, low-level offenses, housing access, public safety, recidivism, Delaware Judiciary, DSHA, DHSS, DELJIS
Summary:
The Senate Judiciary Committee met and heard presentations on several bills. House Amendment 1 to Senate Substitute 1 for House Bill 145 would restrict government use of reverse keyword searches, generally prohibiting reverse keyword court orders and voluntary requests, with a narrow exception for Class A violent felony investigations and rules on notice, deletion, and inadmissibility of unlawfully obtained evidence. House Substitute 1 for House Bill 368, with House Amendment 1, would limit Delaware law enforcement and the Department of Correction’s participation in federal civil immigration enforcement, especially regarding civil immigration warrants and detainers, while preserving exceptions for serious offenses and valid judicial processes; the Department of Correction said it had no operational or fiscal impact and supported the exclusions, and an ACLU-affiliated witness testified in support. House Substitute 1 for House Bill 427 would allow certain 16- and 17-year-olds to participate in hunting and target practice without direct adult supervision if they have parental permission, hunter education, and a valid Delaware hunting license. House Bill 355, the “Speak Your Truth Act,” would expand anti-SLAPP-style protections for survivors of sexual assault, discrimination, and harassment by raising the burden in defamation suits and allowing attorney’s fees and damages; advocates from the National Women’s Defense League and the Speak Your Truth movement supported it. House Bill 134 would increase penalties for repeat animal cruelty offenders and lengthen animal ownership bans.
The committee also heard House Bill 133, as amended, which would create a hardship waiver process allowing courts to waive fines and fees for defendants who cannot afford them, while preserving restitution and exempting certain traffic-related penalties and victim compensation assessments. The administration said the bill is intended to address uncollectable debt and noted millions in outstanding fines and fees, while local government and police representatives raised concerns about lost revenue, administrative burden, and consistency; the Fines and Fees Justice Center supported the measure. Committee members asked about how the waiver funding would affect local governments, volunteer fire companies, and related fees, and the administration said the $5 million budgeted this year would cover the waiver costs and be treated as an annual expense going forward. No committee votes were taken during the excerpted discussion, but the chair indicated that bills ready for action would be circulated for signature or moved to the floor.
HI
Bills:
SB3225, HCR53, HCR57, HCR101, HB1878, HB1481, SCR40, SCR59, SCR114, SCR197, SCR198, SR30, SR107, SR185, SR186
Keywords:
statutory revision, Hawaii Revised Statutes, clarification, obsolete provisions, legal accuracy, University of Hawaii, Board of Regents, associate degree, degree audit, reverse transfer, credit audit, student completion, credential attainment, community college transfer, four-year campus, higher education, postsecondary attainment, workforce development, student retention, graduation pathways
AL
Alabama 2026 1st Special Session
Alabama House Ways and Means Education Committee Mar 3rd, 2026
Ways and Means Education
Keywords:
underground damage prevention, one-call notification system, utility locating, excavation safety, dig safe, call before you dig, 811, utility lines, underground utilities, pipeline safety, gas pipeline, electric utility, telecommunications, water utility, wastewater, cable television, locate request, premark, tolerance zone, positive response
MN
Minnesota 2025-2026 Regular Session
State Committee Meeting - 2025-04-03
State Government Finance and Policy
Transcript Highlights:
- Yet, older workers face discrimination and increasing challenges in securing and maintaining employment
- This bill provides equal rights under the law and prohibits discrimination of any kind.
- It is currently legal to discriminate against our communities.
- I think that people have this idea that discrimination is illegal.
- Discrimination is very much a legal and protected act in many ways, in many places.
MN
Minnesota 2025-2026 Regular Session
House State Government Finance and Policy Committee 4/3/25
State Government Finance and Policy
Transcript Highlights:
- proposed would prohibit discrimination proposed would prohibit discrimination on<01:12:48.280>
<01:14:33.920>based <01:14:34.239>on prohibits discrimination based on prohibits discrimination - <01:15:22.760>
against <01:15:23.320>disabled discrimination against disabled discrimination - <01:17:12.639>
based protections against discrimination based protections against discrimination - exist if if we are to be discriminated exist if if we are to be discriminated against<01:37:03.639
TX
Bills:
HB 1181, HB3704, HB1363, HB1610, HB1615, HB1620, HB3223, HB1317, HB2884, HB2176, HB4027, HB1664, HB933, HB2613, HB3353, HB2086, HB4101, HB3441, HB4145, HB3455
Keywords:
judiciary, judges, justices, retired, legal assignments, judicial conduct, notary public, criminal offense, education requirements, official documents, record retention, implicit bias, bias training, judicial training, judge education, court personnel, continuing legal education, CLE, state bar, Texas Court of Criminal Appeals
TX
Bills:
HB 1181, HB3704, HB1363, HB1610, HB1615, HB1620, HB3223, HB1317, HB2884, HB2176, HB4027, HB1664, HB933, HB2613, HB3353, HB2086, HB4101, HB3441, HB4145, HB3455
Keywords:
judiciary, judges, justices, retired, legal assignments, judicial conduct, notary public, criminal offense, education requirements, official documents, record retention, implicit bias, bias training, judicial training, judge education, court personnel, continuing legal education, CLE, state bar, Texas Court of Criminal Appeals
TX
Texas 89th Regular
Senate Committee on Business and Commerce (Part II) Mar 27th, 2025
Business & Commerce
Bills:
SB458, SB819, SB1238, SB1642, SB1643, SB1644, SB1791, SB1810, SB1824, SB1825, SB758, SB1455, SB1706
Keywords:
insurance appraisal, property insurance, auto insurance, homeowners insurance, residential property, disputed loss, loss valuation, appraisal clause, appraiser, umpire, Texas Department of Insurance, TDI, insurance dispute resolution, claims adjustment, total loss, windstorm insurance, FAIR Plan, surplus lines insurance, policyholder, insurer
MN
Minnesota 2025 1st Special Session
Bill to require warning labels on social media platforms in MN, HF1289, OKd in committee 3/20/25
Transcript Highlights:
- We know their algorithms. I write them. We see them.
- <00:14:18.959>
How on algorithms. How do they work? How on algorithms. How do they work? - Uh with the algorithms, the this way.
- We<00:15:48.000>
know <00:15:48.160>their <00:15:48.399>algorithms. - We know their algorithms. I write them. We know their algorithms. I write them.
FL
Florida 2025 Regular Session
March 19, 2025 - 01:00 PM
Transcript Highlights:
- And so what we're required to do is first we run an algorithm.
- Then the statute talks about the algorithm and a methodology.
- The SANS was approved, and ultimately that $14,000 algorithm became $104,000 a year.
- So our algorithm has—it has been several years since any work has been done to it.
- But you spoke about algorithms and cost plans, and there seemed to be a huge variation between an algorithm
Summary:
The Health Care Budget Subcommittee took up two bills and then continued oversight discussions with APD and AHCA. CS/HB 27, the Social Work Licensure Interstate Compact, was presented as a way to let Florida social workers practice in other compact states and vice versa; AARP, the Florida Chamber, and NASW Florida supported it, and the bill passed favorably. HB 1127, a child welfare bill, would create a treatment foster care pilot for children with high behavioral needs, improve DCF data collection on commercially sexually exploited children, and expand recruitment for protective investigators and case managers; the bill also passed favorably after brief supportive testimony.
The committee then questioned APD at length about the iBudget waiver waitlist, enrollment pace, spending projections, and provider capacity. APD said it had sent more than 1,100 interest letters in categories 3, 4, and 5, enrolled 1,124 people so far this year, and expects to spend about 96.4% of its waiver appropriation, leaving roughly $82 million unspent. Members pressed APD on why prior discussions suggested more reserve was needed, how long the SANS process takes, whether category 6 could be expanded, and whether the agency has enough waiver support coordinators and direct support providers. APD said it has about 1,061 waiver support coordinators statewide, adequate capacity for current enrollees, but would need further analysis if the legislature directed a much larger enrollment increase. Members also asked about outreach, annual maintenance of the waitlist, portability for military families, and whether communication efforts should be privatized.
Finally, AHCA walked the committee through the 2023 Achieved Savings Rebate (ASR) report for Aetna and explained how the report is used for financial monitoring, rebate calculations, and transparency. AHCA said the ASR is separate from the medical loss ratio (MLR) calculation, though both are reviewed, and that Florida uses the ASR mechanism rather than an MLR remittance requirement to recover funds from plans. Members asked about related-party disclosures, CVS/Caremark relationships, expanded benefits, encounter data, network adequacy penalties, denials and appeals reporting, interest earned on capitation payments, and whether rate increases were reaching providers. AHCA and the outside auditors said they review the plans’ reported data, reconcile it to underlying records, and can assess liquidated damages for network adequacy violations; several members requested follow-up data on rebates, interest, provider capacity, and related-party reporting.
MN
Minnesota 2025-2026 Regular Session
House DFL Press Conference 3/4/26
Transcript Highlights:
- Then if you want to move to another apartment, the prices are fixed by algorithms with little to no path
- Then if you want to move to another apartment, the prices are fixed by algorithms with little to no path
- Representative was talking about banning corporate homeownership and algorithmic price fixing rental
- pricing in grocery stores, algorithmic pricing in grocery stores, banning<00:13:17.320>
price - <00:13:29.040>
price <00:13:29.240>fixing algorithmic price fixing algorithmic price fixing
Summary:
House DFL leaders held a press event outlining an affordability agenda focused on housing, child care, health care, groceries, energy, and taxes. Speakers argued that Minnesota families are being squeezed by rising costs and income inequality, and said the caucus would pursue policies aimed at lowering everyday expenses and shifting more costs onto corporations and wealthy residents. Representative Bierman said health care costs are pushing people to skip care and called for system reforms, including moving toward a more universal model and reducing the role of insurers and pharmacy benefit managers.
Representative Kotiza-Wazhushk said the caucus is pushing for universal or low-cost child care, expanded pre-K and community-based care, and a bill to stop grocery surveillance price gouging. Representative Acomb and other energy leaders said the House DFL wants to lower utility bills through more energy assistance, weatherization, renewable energy support, limits on utility cost recovery for lobbying and executive pay, and stronger PUC authority to prevent shutoffs and limit rate increases. Representative Agbaje described housing as unaffordable for many renters and homeowners, cited a shortage of housing units, and said the caucus supports restricting private equity and corporate purchases of single-family homes.
Leader Stevenson framed the agenda as a response to a budget picture that he said reflects gains for corporations and wealthy Minnesotans, and he criticized federal tax policy and Medicaid cuts. In response to questions about cost, he said several proposals would not require state spending, while others could be funded by looking at new revenue and at those who benefited most from recent tax changes. The event also included a detailed explanation of the grocery surveillance pricing proposal, which would restrict the use of personal data and AI to set individualized prices and limit rapid electronic shelf price changes. No votes were taken.
NH
New Hampshire 2026 Regular Session
Commission to Study Stable Tokens (03/10/2026)
Transcript Highlights:
- on the bottom left here is algorithmic on the bottom left here is algorithmic and<01:08:38.560><
- <01:19:45.040>
um to you in an algorithmic situation. um to you in an algorithmic situation - <01:19:52.800>
is on those incentives the algorithm is on those incentives the algorithm is - <01:20:33.920>
to protocol or trust this algorithm to protocol or trust this algorithm to - We did go over algorithmic stablecoins.
Summary:
The meeting began with roll call and introductions of commission members and guests, followed by approval of the agenda and a motion to approve the February 10 minutes with a correction clarifying that one quoted statement was misattributed. The commission then moved into presentations.
The main presentation came from the Conference of State Bank Supervisors on implementation of the federal GENIUS Act for stablecoins. The speaker reviewed the OCC’s recent 367-page proposed rule, noting it raises many open questions and design choices for states, and discussed expected upcoming rulemaking from the FDIC, Federal Reserve, and Treasury. The presentation focused on six areas: permissible issuer activities, reserve assets and redemption, risk management and supervision, treatment of state-qualified issuers, capital/operational backstops, and foreign issuers. It also flagged unresolved issues around Bank Secrecy Act/AML requirements and the meaning of “digital asset service provider” activities.
A substantial portion of the discussion addressed yield restrictions, with the presenter explaining the OCC’s broad definition of yield and its rebuttable presumption against issuer-affiliated or related third-party yield arrangements. The speaker said this likely forecloses many existing white-label structures but leaves some room for third-party payments depending on distance from the issuer, and noted ongoing Senate debate over similar provisions. The presentation also covered reserve valuation, liquidity and diversification requirements, redemption timing, and supervisory expectations such as third-party oversight, IT security, exam cycles, and reporting. No additional votes or formal actions were taken beyond approving the amended minutes.
TX
Texas 89th Regular
Senate Committee on Business and Commerce (Part II) Apr 3rd, 2025
Business & Commerce
Transcript Highlights:
- They're non-discrimination rules. In order for me to— Me to accept MasterCard, Visa, Amex.
Bills:
SB231, SB584, SB600, SB668, SB841, SB986, SB1003, SB1244, SB1625, SB1960, SB1963, SB1964, SB2026, SB2056, SB2368
Keywords:
temporary emergency electric energy facility, temporary generation, emergency power, backup generation, mobile generator, portable generator, grid resilience, power outage restoration, transmission and distribution utility, TDU, Public Utility Commission of Texas, PUCT, Utilities Code Section 39.918, competitive bidding, lease authorization, emergency procurement, bulk power system, locational marginal pricing, reliability model, black start
TX
Texas 89th Regular
Senate Committee on Business and Commerce (Part I) Apr 3rd, 2025
Business & Commerce
Transcript Highlights:
- both utilities and city intervenors tied to reimbursement to discourage frivolous or groundless discrimination
- There are non-discrimination rules in order for me to accept MasterCard, Visa, and Amex.
Bills:
SB231, SB584, SB600, SB668, SB841, SB986, SB1003, SB1244, SB1625, SB1960, SB1963, SB1964, SB2026, SB2056, SB2368
Keywords:
temporary emergency electric energy facility, temporary generation, emergency power, backup generation, mobile generator, portable generator, grid resilience, power outage restoration, transmission and distribution utility, TDU, Public Utility Commission of Texas, PUCT, Utilities Code Section 39.918, competitive bidding, lease authorization, emergency procurement, bulk power system, locational marginal pricing, reliability model, black start
TX
Bills:
SB231, SB584, SB600, SB668, SB841, SB986, SB1003, SB1244, SB1625, SB1960, SB1963, SB1964, SB2026, SB2056, SB2368
Keywords:
temporary emergency electric energy facility, temporary generation, emergency power, backup generation, mobile generator, portable generator, grid resilience, power outage restoration, transmission and distribution utility, TDU, Public Utility Commission of Texas, PUCT, Utilities Code Section 39.918, competitive bidding, lease authorization, emergency procurement, bulk power system, locational marginal pricing, reliability model, black start
Summary:
The Senate Committee on Business and Commerce met with a quorum and first took up several pending and uncontested bills. It favorably reported SB 1405, SB 1762, SB 1977, SB 2077, SB 2148, and SB 1968, and also moved SB 2321 to the local and uncontested calendar. The committee then heard SB 819, which would change how the Public Utility Commission reviews proposed utility-scale solar and related interconnection projects. The committee substitute would shift the default so interconnection is allowed unless the PUC affirmatively prohibits it within 180 days, limit denial to cases where harm substantially outweighs benefits, remove public meeting requirements, retain setback and financial assurance provisions, add optional application materials such as national security and environmental information, and restore local control over county tax abatements. The substitute was adopted and SB 819 was favorably reported to the full Senate on a 7-3 vote.
The committee then took up SB 231, focused on CenterPoint’s use of large emergency generators after Hurricane Beryl. Senator King explained that the original bill was intended to prevent customers from being charged for non-mobile generators that were leased at great cost and did not match the bill’s emergency-response purpose. CenterPoint’s Jason Ryan apologized for the company’s communication failures and said the company would make customers whole through a combination of rate reductions, foregone storm-cost recovery, and a donation of the 15 large generators to ERCOT for about two years to address a San Antonio-area reliability issue, with the company absorbing the associated costs. PUC Executive Director Connie Corona said the commission could enforce the agreement through its contested-case process. Public testimony included consumer and reliability advocates, one of whom argued utility-scale microgrids should be preserved as a policy option. SB 231 was left pending.
The committee also heard SB 986, which would create an alternative process for routine Public Information Act requests so local governments can make initial redactions without sending every routine exception to the Attorney General, while preserving an appeal path and training requirements. Supporters said it would reduce backlog and speed access to records; opponents argued it would shift the burden to requesters and encourage delay. The AG’s office testified that the process could improve efficiency and still fit within current timelines if used promptly. SB 986 was left pending. Finally, SB 584 was briefly laid out to require consumer reporting agencies that buy data from others to ensure the information complies with Texas law on excluded items such as bankruptcies, judgments, and tax liens, and SB 600 was heard on heir property. SB 600’s substitute would strengthen notice, require an attorney ad litem, add an heir’s bill of rights, allow settlement conferences, and require fair-market-value sales protections; supporters said it would curb predatory partition practices, while opponents warned some provisions could burden or diminish minority heirs’ property rights. SB 584 and SB 600 were left pending after testimony.
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Advanced Information Technology, the Internet and Cybersecurity Jun 21st, 2026 at 01:00 pm
Joint Committee on Advanced Information Technology, the Internet and Cybersecurity
Transcript Highlights:
- This is something that's been made worse by social media algorithms.
- And lastly, regarding algorithms, And lastly, regarding algorithms, I do want to caution the committee
- that banning algorithms actually makes kids less safe online, as algorithms are a critical tool for
- Their algorithms are not neutral.
- Algorithms are the way platforms can express their protected editorial discretion.
Summary:
The committee held its second hearing on a large docket of technology, internet, cybersecurity, broadband, and media bills. Early testimony focused on community media funding legislation, with lawmakers and local access advocates arguing that as cable subscriptions decline and streaming grows, revenue tied to cable franchises no longer supports community television and PEG programming. Supporters said community media remains a key source of local news, government meeting coverage, and civic transparency as newspapers disappear or consolidate. A related bill on cable contract oversight also drew support, with testimony that the Department of Telecommunications and Cable is backlogged and should more actively review municipal-provider agreements and report its workload to the committee.
Another major topic was a proposal to create a Massachusetts Innovation Fund for state IT modernization. The Alliance for Digital Innovation backed the bill, saying agencies need flexible upfront capital to replace outdated systems and improve cybersecurity, and pointing to the federal Technology Modernization Fund as a model. The witness noted that funding for the state program still needs to be identified. The committee also heard strong support for a bill requiring free broadband in public housing, with Rep. Emmela Goodwin and MAPC describing internet access as essential for jobs, school, telehealth, and civic participation. They said the digital divide in Massachusetts is driven largely by affordability rather than infrastructure, though questions were raised about costs, wiring, and whether all housing sites already have broadband access available at the curb.
A substantial portion of the hearing centered on bills to limit addictive social media feeds for minors. Supporters, including lawmakers, parents, teens, and advocacy groups, argued that algorithmic feeds contribute to addiction, anxiety, body image problems, and other harms, and said the bills would restrict surveillance-based curation and overnight notifications while leaving search and followed accounts available. Opponents, including FIRE, CCIA, and the Taxpayers Protection Alliance, argued the bills would require invasive age verification, threaten privacy and cybersecurity, burden adults’ anonymity, and likely face First Amendment challenges. They also warned the measures could disadvantage smaller businesses and may be unconstitutional based on recent court rulings in other states. The committee also heard support for blockchain-related bills creating a commission, a pilot program, and consumer education efforts, with testimony that Massachusetts has the talent but needs a coordinated state strategy. No votes or final actions were taken during the hearing.