Video & Transcript Research : 'algorithmic discrimination'

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AZ

Arizona 2026 Regular Session

01/26/2026 - House Health & Human Services

Health & Human Services

Transcript Highlights:
  • These EMS providers have their algorithms, they follow those, and then they call in for medical direction
  • , who can sometimes then alter those algorithms or give orders to stop this or do that.
  • Uniform questions do not produce uniform impacts; this kind of policy predictably fuels discrimination
Summary: The committee began with a presentation from the Alzheimer’s Association Desert Southwest Chapter and Dr. Anna Burke of Barrow Neurological Institute on the scope of Alzheimer’s disease, the shortage of specialists, low rates of timely diagnosis, and the need for caregiver support and early intervention. Speakers emphasized that Arizona is a leader in Alzheimer’s research and that lifestyle changes, new therapies, and research funding offer hope, but only if patients are diagnosed earlier and providers are better trained. The committee then heard House Bill 2202, which would appropriate $300,000 over three years for a dementia care telemonitoring/telementoring grant program through the Department of Health Services to help providers statewide learn best practices in dementia care. Supporters, including the Alzheimer’s Association, Dr. Danny Cabral, and a patient advocate, said the bill would address major gaps in provider training and improve early diagnosis and treatment. There was no opposition, and the committee voted 11-0 to give HB 2202 a do pass recommendation. The committee next took up House Bill 2251, the “Jordan and MacTerry Act,” which would expand licensed midwives’ authority to administer certain medications, require liability insurance disclosure and reporting, and create an Arizona Midwifery Advisory Committee. Supporters said the bill would improve safety, oversight, and access to emergency medications in home births, while opponents from ACOG and the Arizona Osteopathic Medical Association raised concerns about the adequacy of oversight, the medication list, and whether eight hours of pharmacology training is sufficient. After testimony from midwives, physicians, and stakeholders, the bill was held for further stakeholder work and anticipated floor amendments. House Bill 2252, which would allow certified nurse midwives, certified professional midwives, or licensed midwives to accompany a patient in a ground ambulance during transport if approved by medical direction, also drew support and opposition. Supporters argued it would preserve continuity of care in emergencies, while firefighters and EMS representatives objected to ambiguity and scene control concerns. That bill was likewise held for further stakeholder meetings. The committee then recessed and reconvened for later presentations on federal budget and health-related topics.
HI

Hawaii 2026 Regular Session

CPC Public Hearing - Tue Mar 24, 2026 @ 2:00 PM HST

Consumer Protection & Commerce

Summary: The committee heard testimony on SB 2433 SD1 relating to condominiums, which would direct the condominium education trust fund toward educational resources for unit owners and require the Real Estate Commission to ensure owners’ interests are represented in funded activities and related rulemaking. Supporters, including the Hawaii Real Estate Commission and a condominium owner advocate, said owners need a seat at the table in condo governance and education efforts. Committee discussion focused on whether the bill was necessary, with the Real Estate Commission indicating it could already use the trust fund for owner education and that owners are already considered stakeholders, though not through a specific commission seat. No vote was taken during the excerpted discussion. The committee then took up SB 2047 SD2 HD1 on pharmacy benefit managers, which would set requirements for maximum allowable cost reimbursement, allow reverse-and-rebill claims after successful appeals, and authorize fines for violations. The Insurance Division offered comments, the Hawaii Pharmacists Association supported the measure with amendments and suggested future PBM reform funding, and Kaiser Permanente requested a technical amendment. A committee question raised whether the staffing and resource request for implementation was too large for a bill focused only on MAC pricing, and the witness said he would provide more data to the next committee. No final action was shown. Next was SB 2425 SD2 HD1 on health insurance and substance use disorder treatment, requiring insurers to honor written assignments of benefits to SUD providers and prohibiting anti-assignment clauses. Supporters described patients being unable to access treatment because of high out-of-pocket costs and said direct payment would reduce harm for people in recovery. HMSA opposed the bill but said it would begin direct payments to non-participating SUD facilities effective March 27, while continuing to object to the assignment-of-benefits portion because of fraud and balance-billing concerns; the Hawaii Association of Health Plans also opposed. Members questioned HMSA about reimbursement mechanics and why the bill was needed if coverage policies were already changing. Finally, the committee heard SB 3045 SD1 HD1, which would require coverage of continuous glucose monitors and related supplies, including for Medicaid managed care, under certain conditions. DHS and the Insurance Division offered comments, while SHPDA, Hilo Benioff Medical Center Foundation, and others supported the bill, citing inconsistent access and a case in which a woman allegedly died after being denied a CGM. HMSA said it already covers medically necessary CGMs and had updated its policy in 2025 for type 1 and insulin-dependent patients, but it raised concerns about expanding mandated coverage to type 2 and gestational diabetes and about supply impacts. The committee also discussed whether the bill duplicated existing coverage standards and why it had been introduced repeatedly. No votes or final dispositions were included in the excerpt.
AZ

Arizona 2026 Regular Session

02/20/2026 - Senate Judiciary and Elections

Judiciary and Elections

Summary: The Senate Judiciary and Elections Committee heard and advanced several election, judiciary, child welfare, and criminal justice measures. SB 1489 would require paid petition circulators for initiatives and referenda to disclose their name, state of residence, and paid status verbally and on a badge, add registration requirements for certain local circulators, prohibit pay by signature for local measures, and apply strict compliance and funding-disclosure rules to local initiatives. The ACLU opposed it as compelled speech and a burden on political expression, while the Arizona Chamber supported it as transparency and parity with state-level rules. The committee recommended the bill do pass on a 4-3 vote. SB 1609, an emergency measure concerning political party names, would require proposed party names to be distinguishable from existing parties and bar use of terms like “independent” or similar variations. The Arizona Independent Party opposed it as a retroactive change and “cartel protection,” while county election officials and the Arizona Association of Counties supported it as reducing voter confusion. The committee adopted an amendment and recommended the bill do pass on a 7-0 vote. SCR 1040, a voter-approved constitutional referral, would raise the mandatory retirement age for judges and justices of courts of record from 70 to 75; supporters argued it reflects longer life expectancy and preserves experienced judges, while opponents said voters previously rejected a similar proposal and that an age limit is preferable. It passed 5-2. The committee also considered SB 1234, which changes juvenile court representation rules by requiring a guardian ad litem in dependency and termination cases and allowing appointment of an attorney for the child depending on age and ability to express an opinion. Sponsor Senator Werner said the bill was part of a broader child-safety reform effort informed by cases such as Rebecca Baptiste, arguing that a guardian ad litem with attorney authority would better protect children’s best interests. Child welfare attorneys and advocates opposed the bill, saying children need a dedicated attorney-client relationship, confidentiality, and a voice separate from the court or DCS; DCS remained neutral. The committee adopted an amendment and recommended the bill do pass on a 5-2 vote. SB 1661 would allow a presumed father to be relieved of child support obligations if genetic testing shows he is not the biological father; supporters described cases where men remained liable despite exclusionary DNA results, and the bill passed 6-0. Later, the committee heard election administration and transparency bills. SB 1392 would give governing bodies canvassing elections access to locations where election materials are created, handled, processed, tabulated, or stored, so they can observe procedures and review records while protecting secrecy and security; county officials raised concerns about the term “agent,” and the bill passed 4-3. SB 1634 would require ADOT to provide county recorders with a copy of an applicant’s handwritten signature when facilitating voter registration; county officials said it would improve signature comparison, and the bill passed 5-2 after a vote correction. SB 1743 would redact an individual donor’s employer street number, employer name, or residence address from public campaign finance reports, with penalties for improper disclosure; supporters cited privacy and safety, while opponents argued employer information is important for transparency and identifying influence. It passed 5-2. SB 1099, a strike-everything amendment, set statutory criteria for defamation claims involving public or private figures and public or private concerns, including falsity, reckless disregard, and context; it passed 4-3. After a recess, the committee heard SB 1535, which increases penalties for buyers of sexual conduct, including making the conduct a class 6 felony and adding a $200 assessment to support anti-human trafficking services. The sponsor and supporters, including survivors, law enforcement, neighborhood advocates, and the Maricopa County Attorney’s Office, said the bill targets demand that fuels trafficking and neighborhood disorder. Opponents from criminal justice and anti-violence groups said the bill should include a rebuttable presumption to better protect trafficking victims. The committee adopted an amendment and recommended the bill do pass.
TX

Texas 89th 2nd C.S.

State Affairs May 12th, 2025

State Affairs

Transcript Highlights:
  • For generations, state sponsored discrimination through segregation, exclusionary hiring practices, and
  • concluded his opinion by saying that the Constitution neither mandates nor tolerates that kind of discrimination
AZ
Transcript Highlights:
  • The reason behind this is that in the past certain groups felt that they were discriminating depending
  • It's not going to change anything with the algorithm.
Keywords: 1182, all
Summary: The meeting covered a long series of bills, mostly in health, education, commerce, federalism, and government. In health, members discussed radiology technology updates (HB 2050), a tribal Medicaid waiver/drawdown measure with no state cost (HB 2177), an emergency medicine study committee (HB 2183), fetal death certificate and remains-transfer requirements (HB 2184), a physician assistant licensure compact (HB 2190), dementia care telemonitoring funding (HB 2202), SNAP error-rate reduction and fraud/eligibility oversight bills (HB 2206, HB 2442, HB 2797), child welfare protections like credit freezes and recorded interviews (HB 2321, HB 2322), and podiatric licensure compacts (HB 2438). Several of these were described as consent-calendar items, while HB 2206 and the SNAP-related measures drew discussion about fraud reduction, administrative burden, and work requirements. In commerce and finance, the committee heard bills on mobile food vendors and local permits (HB 2118), earned wage access services with fee caps and disclosure rules (HB 2309), CPA licensure changes (HB 2476), cash acceptance for retail purchases under $100 (HB 2555), drone delivery and unmanned aircraft guardrails (HB 2875), timeshare salesperson licensing (HB 2877), and a prohibition on state-mandated social credit scoring in lending decisions (HB 2903). The tax and retirement-related items included 529 plan conformity and Roth IRA transfer rules (HB 2477), annual tax conformity to the Internal Revenue Code (HB 2785), ASRS technical and disability-related changes (HB 2089, HB 2090, HB 2092), and a bill on employee health insurance definitions (HB 2089). The Arizona Commerce Authority bill (HB 2754) would add legislative members to the board and shift more control over trade offices and Arizona Competes Fund spending to the legislature. The education section focused heavily on school governance and finance. Bills included patriotic youth group presentations in schools (HB 2312), school board term limits (HB 2318), mandatory training for governing board members (HB 2379), independent municipal advisors for bond elections (HB 2320), restrictions on districts buying operating charter/private school sites to game enrollment formulas (HB 2376), conflict-of-interest limits for school facilities board architects and engineers (HB 2378), public meeting and travel transparency rules for districts (HB 2380), limits on long-term school property leases and reporting requirements (HB 2384), tighter bidding rules for school construction job orders using Building Renewal Grant funds (HB 2482), and a voluntary computer science proficiency seal (HB 2764). Sponsors repeatedly framed these as transparency, accountability, and anti-abuse measures, while some opposition centered on local flexibility, housing use, and existing training providers. In federalism and government, the committee heard bills to give counties more time to mail sample ballots (HB 2006), require courts to identify veterans at first appearance for possible veterans court referral (HB 2226), study veterans’ awareness of benefits (HB 2406), broaden military leave protections (HB 2663), require SAVE verification for voter registration and certain state services (HB 2806), require U.S.-sourced voting machine components by 2029 (HB 2901), affirm the Electoral College (HB 2902), and establish due process protections for justice of the peace courts against outside administrative action (HB 2976). Government committee items included a later deadline for library trustees’ annual reports (HB 2129), a two-year limit on certain adult protective services reports to the Attorney General (HB 2228), and an exemption for public and semi-public cold plunges from ADEQ spa rules (HB 2439). Several bills were reported as consent-calendar items, and a number of sponsors noted committee votes, fiscal neutrality, or favorable testimony in support of the measures.
NH
Transcript Highlights:
  • William Dumashelle of Oracle, the inventor of the current algorithm to uncover the hidden safety signals
  • William Dumashelle of Oracle, the inventor of the current algorithm to uncover the hidden safety signals
  • William Dumashelle of Oracle, the inventor of the current algorithm to uncover the hidden safety signals
  • inventor<00:51:57.119> of<00:51:57.280> the<00:51:57.359> current<00:51:57.599> algorithm
  • <00:51:58.079> to inventor of the current algorithm to inventor of the current algorithm to
Keywords: 1189, house, all
Summary: The New Hampshire House Special Committee on the COVID Response Efficacy met to continue its fact-finding review of the state’s pandemic response, with the chair restating the committee’s mission and focus on federal guidance, federal funding, emergency use authorization vaccination efforts, long COVID, patient rights, and vaccination policies. The chair said the committee had previously reviewed materials about the U.S. Supreme Court declining to hear a COVID vaccine case and CDC internal emails about vaccine risks, and introduced additional research on CDC testing and communications failures. A large portion of the meeting was devoted to summarizing articles and a recent U.S. Senate Permanent Subcommittee on Investigations report titled *Unmasked: How Biden Health Officials Purposely Turned a Blind Eye Toward COVID-19 Vaccine Safety Signals*. The chair argued that CDC testing and guidance were flawed, citing delayed data publication, confusing guidance, a faulty early COVID test, missed opportunities to study silent spread, and alleged suppression of safety information. The Senate report was described as alleging that FDA and CDC officials knew their surveillance systems could mask vaccine safety signals, that officials discouraged internal analysis from being shared externally, and that newer analytical methods identified multiple statistically significant adverse-event signals. The chair also discussed the V-safe system, VAERS, and claims that federal officials downplayed or concealed adverse-event data. Members and the chair connected these federal issues to New Hampshire, noting changes in the state’s health care landscape since the pandemic, including more urgent care facilities and satellite ERs. The chair suggested New Hampshire should develop independent scientific assessment resources to validate federal information in future emergencies. Representative Wheeler noted that the materials would be entered into the committee record and made available on the House website. No votes were taken; the committee discussed the materials, invited further questions, and indicated that a proposed committee communication would be revisited later after additional supporting information is gathered, with a goal of issuing a statement by the end of June.
US

US Federal 2025-2026 Regular Session

US House Floor Proceedings (Thursday, September 18, 2025)

US Federal House Floor Meeting

Transcript Highlights:
  • When algorithms reward division and hate, that hate doesn't stay online.
  • When algorithms reward business model.
  • When algorithms reward division<01:13:35.840> and<01:13:36.159> hate,<01:13:36.960>
  • Republicans want grid operators to be able to discriminate against renewable power, continuing Trump's
  • operators to be able to discriminate operators to be able to discriminate against<04:11:23.600><
KY
Transcript Highlights:
  • And the other parts of computer science, like data and algorithms, are even more important than ever
  • c><00:28:48.880> and<00:28:49.360> data<00:28:49.760> and<00:28:50.080> algorithms
  • <00:28:51.279> uh of AI systems and data and algorithms uh of AI systems and data and algorithms
  • are even more important than algorithms are even more important than ever<00:30:07.600> before
  • Those are algorithms, basically, is what they are.
Summary: The committee first handled routine business, including roll call, introductions, and approval of the previous meeting minutes by voice vote. It then heard a presentation on SB 253, focused on expanding support for teacher apprenticeship and teaching-and-learning pathways. Senator Hickman and staff from the Kentucky Department of Education and Nelson County Schools described how the program uses dual credit, work-based learning, and registered apprenticeship to help students earn an associate degree in high school and continue toward a teaching degree. They said the goal is to address the teacher shortage by creating a sustainable pipeline into the profession. Witnesses emphasized that the main barrier is cost. Mary Taylor said Kentucky’s youth apprenticeship model has been successful in other fields and that education should be added as an in-demand sector, but an associate degree alone will not solve the teacher shortage because teachers still need a bachelor’s degree and certification. Laura Arnold of Nelson County Schools described the district’s Lead Nelson program, saying the district has invested more than $800,000 since 2021, currently has 37 students in the pathway and seven committed apprentices, and spends about $85,000 per apprentice from freshman year through certification. She said district staffing, planning, and university partnerships are also significant hurdles. Members asked about job guarantees, tenure, and retirement; Arnold said employment is performance-based and retirement issues are being considered. Senator Hickman said the bill would use lottery funds to help cover tuition and dual credit costs so more districts can participate, noting that a prior version died because of a high fiscal note. Representative Payne and Representative Tipton praised the program but stressed the need for funding and noted inconsistencies between statute and budget language on Work Ready Kentucky and dual credit support. Representative Tipton also cautioned that lottery revenue may not keep pace with demand and said the General Assembly may need to make broader funding decisions. After the apprenticeship discussion, the chair moved the committee to the next agenda item on computer science and AI literacy, where Code.org began a presentation on the importance of computer science for all students.
MN

Minnesota 2025-2026 Regular Session

Taxing digital ads 3/25/26

Minnesota House Floor Meeting

Transcript Highlights:
  • Social media companies have very sophisticated algorithms and are tailor-made to each of us.
  • media companies have<00:15:28.480> very<00:15:28.880> sophisticated<00:15:29.839> algorithms
  • <00:15:30.639> and have very sophisticated algorithms and have very sophisticated algorithms
Keywords: 1183, house
NM

New Mexico 2026 Regular Session

Senate - Finance Jan 29th, 2026 at 02:15 pm

Senate Finance

Transcript Highlights:
  • world-leading quantum computers via the cloud, train students and researchers to write quantum algorithms
  • world-leading quantum computers via the cloud, train students and researchers to write quantum algorithms
  • with IBM in Japan, working on problems to figure out how do you break apart some of these larger algorithms
  • and working closely with QNMI, the labs, and universities to build new hardware, investigate new algorithms
Keywords: 996, all
US
Transcript Highlights:
  • turned a blind eye when kids, as pointed out by the other senators, joined their platforms, used algorithms
  • Protected their own children from what might have been an exploitation, which you've described here, the algorithm
Summary: The meeting of the Senate Judiciary Subcommittee on Crime and Counterterrorism focused on oversight of Meta's foreign relations and representations to Congress. An essential witness, Sarah Wynne-Williams, a former executive at Facebook, provided testimony outlining significant concerns about the company's practices and its complicity in aiding oppressive regimes. The atmosphere was charged, with ongoing debates about the regulation of big tech companies and the ethical implications of their policies. The committee explored topics such as user data management, whistleblower retaliation, and the need for legislative measures to protect users and enhance accountability in the tech sector. A notable point of contention was Facebook's alleged cooperation with the Chinese government regarding the dissemination of user data and AI tools, leading to serious ethical implications.
NH
Transcript Highlights:
  • That's a problem in an algorithm; it's not a problem of having to reformat every piece of information
  • It is an algorithm that can turn that thing into the format that we need.
Keywords: 928, house, all
Summary: The committee took up HB 297 with a non-germane amendment proposed by the Insurance Department to create the Granite State Home Mitigation and Resiliency Program. Commissioner DJ Beton explained that the program is intended to help homeowners reduce rising insurance premiums and avoid surplus lines coverage by funding proactive home and property improvements such as roof fortification, exterior and foundation work, flood protection, and tree removal. He said the proposal was developed after leadership asked for more statutory detail and for the idea to be vetted through policy committees rather than handled only in the budget process. Beton said the program would be funded by the first $1 million collected annually from the insurance premium tax, with grants of up to $10,000 awarded on a first-come, first-served basis. He described the program as modeled on similar efforts in other states, with means testing tied to the Department of Energy’s weatherization/home heating assistance criteria. He also said the department would administer the program using one existing staff position, with coordination through Treasury, and that unspent funds would roll over for several years before reverting to the general fund. Members asked about the unusual use of a non-germane amendment and how the bill would be handled procedurally, since the underlying bill and the new insurance proposal were unrelated. The chair explained that the amendment was being used as a vehicle to move the department’s proposal through the committee process and that the committee could later accept one part, both parts, or neither. No vote was taken in the portion of the meeting shown; the discussion ended with questions about administration, staffing, and the relationship between the underlying bill and the amendment.
MN

Minnesota 2025-2026 Regular Session

House Public Safety Finance and Policy Committee 4/8/26

Public Safety Finance and Policy

Transcript Highlights:
  • 07:29.040> notice<00:07:29.440> is<00:07:29.600> vital The system does not discriminate
  • 00:07:50.440> system<00:07:50.840> does<00:07:51.120> not<00:07:51.360> discriminate
  • <00:07:52.000> against The system does not discriminate against The system does not discriminate
  • <00:30:47.480> as education free from discrimination as education free from discrimination
  • 00:46:58.920> and<00:46:59.120> it<00:46:59.280> is<00:46:59.440> in Algorithmic
CA
Transcript Highlights:
  • it to be non-frictional and also not involve any costs at the local level, it has to be sort of algorithmic
  • it just so happens that they have some superpowers that don't allow that or don't align with this algorithm
  • just so happens that they have some superpowers that don't allow that or don't align with in this algorithm
Summary: The Assembly Higher Education Committee heard several Senate measures focused on student access, workforce needs, and institutional stability. Senator Laird presented SJR 4, which urges the federal government to restore NIH funding cuts and protect California’s research universities; UC testified in support and there was no opposition. Senator Ashby presented SB 761, the CalFresh for Students Act, to connect Cal Grant applicants with potential CalFresh eligibility and expand qualifying programs; the bill drew broad support from higher education, student, anti-hunger, and county groups, with members sharing personal experiences with food insecurity and no opposition. Senator Cabaldon presented SB 520 to create a California Nurse Midwifery Education Fund for a new master’s-level nurse midwifery program, citing maternal health disparities and provider shortages, especially in rural and Central Valley communities. Supporters from the California Nurse Midwives Association and the Black Wellness and Prosperity Center emphasized workforce shortages and maternal mortality; one member raised concerns about the bill’s use of inclusive language, but the bill was otherwise well received. Cabaldon also presented SB 640, which would create a statewide direct admissions process to CSU for eligible high school seniors using existing data systems; supporters said it would reduce barriers, improve equity, and help declining-enrollment campuses, while members raised questions about special education students, rural access, dual enrollment, and measuring effectiveness. The committee voted SB 640 out on a 6-0 roll call. Cabaldon’s SB 744 would preserve California students’ access to enrollment and financial aid if a federally recognized accrediting agency loses approval, by treating affected institutions as accredited for state purposes; the bill drew no public testimony and advanced on a 4-2 roll call. Senator Cortese’s SB 494 would require classified school employees’ disciplinary appeals to be heard by an administrative law judge, matching protections already available to teachers and community college faculty; labor groups supported the bill, while school districts and administrators opposed it over cost, local control, and implementation concerns. The committee also heard SB 550, a revised pilot to allow San Jose State and a nonprofit, state-accredited law school to jointly develop a public law school pathway; supporters argued it would expand affordable legal education and public-interest careers, while UC and independent colleges opposed it as inconsistent with the Master Plan. Members debated access, jurisdiction, funding, and bar pass rates, and the bill advanced on a 4-2 roll call to the Judiciary Committee.
HI

Hawaii 2025 Regular Session

House Chamber - Mon Apr 21, 2025, 11:30AM HST - Day 54

Hawaii House Floor Meeting

Transcript Highlights:
  • um to mitigate the harms the legislation um to mitigate the harms the gambling<00:36:10.640> algorithms
  • gambling algorithms gambling algorithms um<00:36:13.359> are<00:36:13.599> designed
Keywords: 910, house, all
TX
Transcript Highlights:
  • potential to subject people who are legal residents of the United states unnecessary and harmful discrimination
  • bill talks about about displaying the word non-citizen on the license puts people at risk of discrimination
  • I am worried about it being used to provide some discrimination. when they're applying for housing, when
  • but based upon whether or not if somebody does not get 50% of the first-choice votes, It's now an algorithm
  • comments are often in the context of Title VI. of the Civil Rights Act of 1964, which prohibits discrimination