Video & Transcript Research : 'algorithmic discrimination'
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FL
Florida 2025 Regular Session
Ethics and Elections Mar 31st, 2025
OK
Oklahoma 2026 Regular Session
Senate Legislative Session Mar 25th, 2026 at 01:12 pm
Oklahoma Senate Floor Meeting
Bills:
SB1778, SB1570, SB134, SB1966, SB1636, SB1725, SB1726, SB259, SB504, SB592, SB2030, SB1572, SB843, SB1242, SB1255, SB1262, SB1264, SB1286, SB1581, SB1290, SB1316, SB1319, SB1369, SB1379, SB1381, SB1400, SB1427, SB1436, SB1461, SB1496, SB1509, SB1534, SB1553, SB904, SB1592, SB1645, SB1684, SB1767, SB1772, SB1813, SB1894, SB1928, SB1946, SB1980, SB2040, SB2060, SB2061
Keywords:
reading instruction, literacy, educational equity, intervention services, third grade retention, Strong Readers Act, child welfare, child safety, administrative transition, Department of Child Safety and Well-being, Oklahoma Commission on Children and Youth, juvenile justice, foster care, retirement, public employees, reemployment, benefit adjustment, Oklahoma Public Employees Retirement System, memorial highways, bridge designations
OK
Oklahoma 2026 Regular Session
Senate Legislative Session Mar 25th, 2026 at 09:00 am
Oklahoma Senate Floor Meeting
Bills:
SB1778, SB1570, SB134, SB1966, SB1636, SB1725, SB1726, SB259, SB504, SB592, SB2030, SB1572, SB843, SB1242, SB1255, SB1262, SB1264, SB1286, SB1581, SB1290, SB1316, SB1319, SB1369, SB1379, SB1381, SB1400, SB1427, SB1436, SB1461, SB1496, SB1509, SB1534, SB1553, SB904, SB1592, SB1645, SB1684, SB1767, SB1772, SB1813, SB1894, SB1928, SB1946, SB1980, SB2040, SB2060, SB2061
Keywords:
reading instruction, literacy, educational equity, intervention services, third grade retention, Strong Readers Act, child welfare, child safety, administrative transition, Department of Child Safety and Well-being, Oklahoma Commission on Children and Youth, juvenile justice, foster care, retirement, public employees, reemployment, benefit adjustment, Oklahoma Public Employees Retirement System, memorial highways, bridge designations
MN
Minnesota 2025-2026 Regular Session
House Judiciary Finance and Civil Law Committee 3/24/26
Judiciary Finance and Civil Law
Transcript Highlights:
- And the thing is that AI, the algorithms behind it, the whole purpose of it is to get you to come back
- Um, the bill seeks to regulate the AI companies, to hold them accountable for how their algorithms are
- Thank you. ...the algorithms behind it, the whole purpose of it is to get you to come back and talk to
- Um, the bill seeks to regulate the AI companies, to hold them accountable for how their algorithms are
- Thank you. ...AI companies, to hold them accountable for how their algorithms are used by people, and
Keywords:
submetered utility service, tenant rights, digital payment, eviction protection, housing policy, biometric data, consent, data protection, civil penalties, privacy laws, HF4585, Minnesota, harassment restraining order, HRO, restraining order, temporary restraining order, petitioner notice, service of process, law enforcement notification, sheriff
MN
Minnesota 2025-2026 Regular Session
House Human Services Finance and Policy Committee 2/19/26
Human Services Finance and Policy
Transcript Highlights:
- The speaker said they are using the data analytics tool and algorithm now and are improving it.
- related to systems, they want to get to a place where they are using the data analytics tool and algorithm
- now,<01:02:19.760>
the <01:02:20.000>tool, <01:02:20.319>the <01:02:20.559>algorithm - ,<01:02:21.520>
and <01:02:21.760>we're now, the tool, the algorithm, and we're now - , the tool, the algorithm, and we're improving<01:02:22.640>
it.
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Education Jun 21st, 2026 at 11:00 am
Joint Committee on Education
Transcript Highlights:
- multilingual students and students with disabilities whose families had faced generations of racism, discrimination
- An adaptive assessment uses algorithms to adjust the level of questions based on students' previous answers
Summary:
The Joint Committee on Education heard testimony on several bills centered on school accountability, receivership, graduation requirements, charter school access, community schools, school libraries, and student voting rights. Much of the discussion focused on the Thrive Act, S. 374, which would end state receivership and change the state’s accountability approach. Supporters, including educators, parents, advocacy groups, and students, argued that receivership has not improved outcomes in districts such as Lawrence, Holyoke, Southbridge, Boston, and the Dever, and that local communities should have more control, with greater emphasis on community schools, wraparound services, and broader measures of school quality. They also supported related bills on community schools and school library standards, and several witnesses backed a bill to expand student representative voting rights on school committees.
Opponents of S. 374, especially charter school leaders, parents, students, and some education advocates, focused on Section 4 of the bill, which would change the charter school net school spending cap in the lowest-performing districts. They argued that the provision would reduce access to charter seats in communities where families are seeking more options, and that schools such as Roxbury Prep, Excel Academy, Brook, Veritas Prep, and Libertas Academy have produced strong results for students, including students of color, low-income students, and students with special needs. Several witnesses said the section would force schools to shrink or close and would remove opportunities for families in districts with long waitlists.
Committee members questioned witnesses on both the effectiveness of receivership and the charter school cap language. Chair Lewis and Chair Gordon emphasized the need for a better accountability system and noted concerns about whether current measures, including MCAS-based designations, accurately reflect school quality. Some witnesses said they had discussed the possibility of removing Section 4 from the Thrive Act and suggested it might be addressed in separate charter reform legislation. No votes were taken during the hearing; testimony was received and the committee later closed testimony on S. 374 and several related bills before moving on to the student voting rights bill, S. 367.
AR
Transcript Highlights:
- We had a program set up, the wording and the algorithm to build, to do what they want to do in a three-year
Summary:
The Administrative Rules Subcommittee reviewed several agency rules and most were approved without objection. The Department of Agriculture repealed rules tied to the now-repealed Arkansas Catfish Processors Fair Practice Act. The Department of Human Services updated Medicaid policy to clarify child support enforcement treatment for pregnant women, remove the word “forcible” from rape/incest good-cause language, and eliminate a 90-day waiting period for ARKids B after loss of group coverage; members highlighted the significance of the language change and asked for a quick-reference eligibility chart. DHS Medical Services also received approval for a CMS cell and gene therapy model rule for sickle cell drugs and a technical Medicaid-assisted medication-assisted treatment update that was described as cost-neutral and non-substantive.
The Department of Labor and Licensing presented several rules implementing recent acts and internal cleanup changes. These included procedures for local construction plan disputes under Act 591, Contractors Licensing Board amendments raising the restricted commercial license threshold from $750,000 to $1.5 million and allowing deferral of owner-complaint investigations during civil litigation, and a similar residential contractors change. The HVACR Licensing Board presented broader revisions under Act 746, including grammar and cleanup changes, elimination of the Class C license with transfer of existing holders to Class B, expansion of allowable work limits, a change to continuing education from four hours annually to eight hours per three-year code cycle, and clarification on training, child labor, and licensing issues. Several members questioned the practical impact of the HVAC changes, but the rule was approved.
The committee also granted the Department of Inspector General’s request for exclusion from rulemaking reporting under Act 473, concluding that no rule was necessary because the act already defines the key terms and review process for foreign-adversary cultural exchange agreements. In addition, the Arkansas State Library’s report recommending continuation of its existing rules was accepted. During the status updates on outstanding 2023-session rulemaking, Education explained delays were due to overlapping 2025 amendments and the large volume of rules, while members expressed concern about the length of time since enactment; staff noted only a small number of 2023 rules remain outstanding. The meeting ended after written 2025-session updates were received with no further questions.
TX
Transcript Highlights:
- from gambling, or the sweatshops dedicated to acquiring Texas lottery tickets with sophisticated algorithms
Keywords:
teacher compensation, education funding, public school educators, teacher retention, teacher designation, lottery, gambling, internet gaming, mobile application, criminal offenses, aquifer, water management, Edwards Aquifer, sustainability, regulatory framework, SB 565, Texas Water Code, TCEQ, Texas Commission on Environmental Quality, compliance agreement
MN
Minnesota 2025-2026 Regular Session
Banning cryptocurrency kiosks 2/26/26
Minnesota House Floor Meeting
Transcript Highlights:
- ><00:46:30.720>
have <00:46:30.880>far <00:46:31.200>more <00:46:31.440>algorithms - You have far more algorithms. we have. You have far more algorithms.
Summary:
The committee heard House File 3642, as amended by the DE1, which would prohibit virtual currency kiosks in Minnesota. The author, Chair Kaggel, said the bill is intended to stop scammers from using crypto kiosks to defraud vulnerable people, especially older adults, because the transactions are often irreversible and hard to trace. Representative Perryman spoke in support, describing local fraud cases and saying the issue had come to her attention through St. Cloud residents and police. The bill was laid over for further work with the Department of Commerce and other interested members.
Testimony from law enforcement and advocates strongly supported the ban. A St. Cloud police sergeant said the problem is statewide and described a case in which a 78-year-old woman lost $80,000 after being directed to a kiosk. A Woodbury detective said current safeguards, including warnings, limits, and refund provisions, have not stopped weekly victimization and that scammers coach victims to bypass protections. An AARP Minnesota volunteer said kiosks are a preferred vehicle for scammers because they move stolen funds quickly and are especially harmful to older adults, and he noted that the 2024 consumer protections have not been enough.
The Department of Commerce also supported the bill, saying crypto kiosks are a growing fraud vector and citing 120 complaints over three years, nearly $1 million in reported losses, and 70 cases with $540,000 in losses already in 2025. The department said many victims do not report losses, so the true amount is likely higher. In contrast, Coinflip’s general counsel opposed a ban and argued that fraud should be addressed through stronger regulation, refunds, blockchain analytics, and customer-service requirements rather than prohibiting a legal product. He said scams would continue through other channels if kiosks were banned. In discussion, members asked about the number of kiosks, how long they have been operating in Minnesota, and the scale of losses; the department said there are about 350 licensed kiosks operated by 8 to 10 operators, though the total number may be higher.
TX
Transcript Highlights:
- veterans came back to be analyzed, and they started crunching all the numbers and doing all the algorithms
- And then there is an AI algorithm which is trained on thousands and thousands of scans, where we take
- This is the only known treatment where we can give a treatment once and see a shift in the algorithm,
Bills:
HB 44, HB 2200, HB 1612, HB 2747, HB 2038, HB 3717, HB 1431, HB 3800, HB 3801, HB 3560, HB 3246
Keywords:
HB 44, Life of the Mother Act, abortion exceptions, medical emergency, reasonable medical judgment, pregnancy complications, maternal health, life-threatening condition, ectopic pregnancy, miscarriage, spontaneous abortion, fetal survival, Texas abortion law, abortion ban, physician liability, health care provider, disciplinary action, aiding and abetting, emergency abortion, obstetric care
Summary:
The meeting of the public health committee focused on the pressing issue of opioid addiction in Texas, with a particular emphasis on House Bill 3717. Chairman Harris detailed the bill's intent to fund a grant program for Ibogaine clinical trials, framing it as a critical response to the ongoing opioid crisis. He shared poignant testimonies highlighting the struggles of families and veterans battling addiction and mental health issues. The conversation underscored the necessity of innovative treatments, like Ibogaine, which showed promising results in studies for reducing symptoms of withdrawal and PTSD.
TX
Transcript Highlights:
- when you took office, we were at the tail end of a scheme that was. known as the Texas Medication Algorithm
- foundations and others donated money and States, employees, and university people develop these algorithms
- know it, the latest, greatest, most expensive. expensive drugs always ended up at the top of the algorithm
AL
NM
New Mexico 2026 Regular Session
Senate - Health and Public Affairs Jan 26th, 2026 at 01:45 pm
Senate Health & Public Affairs
Transcript Highlights:
- It also ranks the preference of the educational institution, and then an algorithm matches the resident
- Mexican medical students, regardless of where they're from, in our programs, it's actually a national algorithm
TX
Transcript Highlights:
- About four years ago, we attempted to implement an early warning system for our officers, kind of an algorithm-based
- four years ago, we attempted to implement an early warning system for our officers, kind of an algorithmic-based
Bills:
SB693, SB781, SB836, SB860, SB906, SB993, SB1101, SB1321, SB1370, SB1537, SB1563, SB1610, SB1637
Keywords:
notary public, notaries, acknowledgment, jurat, personal appearance, remote notarization, online notarization, e-notary, electronic notarization, fraud prevention, identity verification, real estate fraud, property transfer, state jail felony, Class A misdemeanor, secretary of state, continuing education, record retention, notarial act, Texas Government Code
Summary:
The committee heard a series of criminal justice bills focused on victim protections, law enforcement tools, notary/deed fraud, sexually violent predators, veterans in jail, tribal policing authority, and peace officer records. Several bills were laid out, heard, and left pending because the committee lacked a quorum for final action on those items. Testimony was generally supportive on bills addressing interpreter appointments, fuel theft investigations, deed fraud, survivor privacy, veteran jailer training, tribal peace officer authority, and officer-record confidentiality, though some bills drew concerns about due process, scope, or drafting.
Senate Bill 1537 would clean up criminal procedure language on appointing interpreters and align it with Government Code standards requiring licensed or certified interpreters; it received no public opposition and was left pending. Senate Bill 993 would let Comptroller Criminal Investigative Division officers directly seek warrants for mobile tracking devices in fuel-theft and tax-fraud investigations; it also drew support and was left pending. Senate Bill 693, as substituted, would create a criminal offense for notarizing documents without the signer personally appearing, with a higher penalty when real property is involved, and would add notary continuing education; a Dallas County prosecutor testified that notary fraud is a major driver of deed theft, and the bill was left pending.
Senate Bill 1610, as substituted, would address safety, registration, and criminal penalties at the Texas Civil Commitment Office for sexually violent predators, including assaults on staff and sex-offender registration issues; agency witnesses described increased assaults and operational problems, while a public witness urged waiting for Sunset review and raised due-process concerns. Senate Bill 836 would add privacy protections for sexual assault survivors by limiting livestreaming of trials, expanding pseudonym use, and protecting forensic exam and invasive-recording evidence; survivors and advocates strongly supported it, and defense lawyers said they had no opposition to the substitute. Senate Bill 1563 would require county jailer training on interacting with veterans, with testimony from the Texas Veterans Commission and veterans’ advocates emphasizing suicide risk, PTSD, and the need for better identification and support in jails; the bill was left pending.
The committee also heard Senate Bill 906, which would authorize the Ysleta del Sur Pueblo tribal police to be commissioned as Texas peace officers like two other federally recognized tribes in Texas; tribal leaders said the change would improve response times and coordination, and the bill was left pending. Senate Bill 781, as substituted, would standardize confidentiality rules for peace officer personnel and departmental files statewide, mirroring Chapter 143 civil-service practices; law enforcement witnesses supported it as a way to protect personal information and create uniform records practices, but several senators raised concerns that the bill could blur existing disclosure rules or bury misconduct complaints, and public testimony included an opposition witness describing a police shooting involving her brother.
NH
New Hampshire 2026 Regular Session
House Executive Departments and Administration (02/04/2026)
Executive Departments and Administration
Transcript Highlights:
- First, he said the bill age-discriminates.
- >
bill <04:15:48.560>sponsor discriminates. - Uh the bill sponsor discriminates.
- We’re age discriminating. We’re violating federal law, and we’re politicizing the U.S. military.
- this bill besides the age discrimination this bill besides the age discrimination piece<04:22:31.199
AR
WV
West Virginia 2026 Regular Session
WV Senate Government Organization Committee in Session Mar 10th, 2026 at 09:03 am
Government Organization
Transcript Highlights:
- nothing in the code can be construed to require audit-related manuals, guidelines, procedures, and algorithms
Summary:
The Committee on Government Organization met to approve minutes and then considered a series of House bills, most of which were reported to the full Senate with recommendations that they do pass. House Bill 5063 would let county commissions appoint county commissioners as voting members of convention and visitors bureau boards, including for multi-county CVBs. House Bill 5087 would enact the interstate cosmetology licensure compact, allowing multi-state practice for licensed cosmetologists in member states and authorizing criminal history checks. House Bill 5638 would clarify the State Chief Information Security Officer’s duties, shift cybersecurity oversight to annual program reviews, and add software licensing protections; it was amended and reported. House Bill 4483, concerning funeral directors and funeral establishments, was amended only to change an effective date and make technical corrections before being reported. House Bill 5653 would expand confidentiality for Department of Revenue audit-related materials to prevent taxpayers from gaming audit selection, and House Bill 4452 would repeal church acreage limits in state code after discussion of constitutional concerns and current practice. House Bill 4801 would expand permissible uses of hotel occupancy tax revenues for demolition of unsafe structures and property planning or improvements, and House Bill 5622 would create an expedited process for municipalities to conform election terms and charter provisions to the requirement that local elections coincide with state elections.
The committee also adopted a strike-and-insert amendment for House Bill 4546, which allows business entities to file reports biennially instead of annually, extends the correction period for deficient reports, and adjusts fees and enforcement provisions; the amendment removed a conflicting section and made technical corrections. House Bill 5613 would define and expand the use of telematics in fleet management, require related reporting and rulemaking, and include a cost-benefit analysis in the division’s annual report. House Bill 5323 would let the Division of Natural Resources adjust license and stamp fees for inflation by removing a prior CPI-based prohibition. House Bill 4819 would revise how criminal records are considered for certain non-Chapter 30 licenses, shifting to a “directly related” standard while preserving existing exclusions for violent sexual offenses; members discussed that point before reporting the bill. The committee adopted all amendments presented, reported the bills, and then adjourned after closing remarks from the chair and vice chair.
FL
Florida 2026 Regular Session
Children, Families, and Elder Affairs Jan 27th, 2026
Children, Families, and Elder Affairs
Transcript Highlights:
- And our algorithms, which is how we distribute services to our clients and how we build their budgets
Keywords:
child welfare, substance abuse, neglect, parental rights, drug exposure, Medicaid, disabilities, employment, healthcare access, income eligibility, veteran benefits, minor clients, financial assistance, education services, Department of Children and Families, Department of Health, aging services, disability assistance, long-term care, Alzheimer's support
Summary:
The committee considered several bills affecting children, disability services, aging, recovery residences, and foster youth benefits. SB 1016 codified the working people with disabilities program for Medicaid waiver recipients, with amendments removing automatic enrollment and improving information sharing between agencies; advocates testified that the program helps people with developmental disabilities work while keeping needed care, though they raised implementation and training concerns. The bill was reported favorably. SB 1002, as amended, clarified that evidence of acute or chronic parental drug abuse can constitute harm or neglect in child welfare cases and allow court intervention and treatment requirements; it was also reported favorably. SB 1594 would preserve veterans’ benefits for foster youth for postsecondary education or aftercare rather than using them as reimbursement to the agency, and it passed favorably. SB 1630 modernized aging and long-term care statutes, expanded emergency service authority, updated oversight of area agencies on aging and guardianship, and permanently established the Florida Alzheimer’s Center of Excellence; after two amendments, it was reported favorably. SB 1030, on recovery residences/substance abuse services, was amended with a substitute that narrowed transfer definitions, sped licensure for existing providers adding levels of care, and limited credentialing entities’ access to resident records; members noted it remained a work in progress, but it was reported favorably.
The committee also held confirmation hearings. Robert Astellos, nominated as Director of the Agency for Persons with Disabilities, described efforts to reduce the pre-enrollment list, improve transparency and customer service, expand family involvement, and streamline agency processes; multiple advocacy groups appeared in support, and the committee recommended his confirmation. The committee then unanimously recommended confirmation of the appointees on tabs 7 through 10. The meeting concluded with adjournment.
FL
Florida 2025 Regular Session
December 9, 2025 - 12:30 PM
Transcript Highlights:
- These are really just algorithms and systems, data that perform tasks that typically humans would do.
Summary:
The Civil Justice and Claims Subcommittee met with a quorum and took up House Bill 413, relating to attorney’s fees, suit money, and costs in family law cases. Representative Gottlieb explained that the bill and strike-all amendment were intended to promote fairness, create more uniformity across circuits, expand judicial discretion in awarding fees, and strengthen enforcement language. Members discussed how the amendment’s reference to good-faith settlement offers would apply only after trial in fee determinations, not during the trial itself. Jamie Epstein of the Florida Bar’s Family Law Section supported the measure overall, saying it would improve consistency and deter bad-faith litigation, but noted concern about one paragraph creating a presumption of entitlement to fees in contempt actions.
The committee adopted the strike-all amendment and then passed HB 413 favorably as amended by a 13-0 vote. Chair Koster said the bill would provide needed clarification in family law practice and help parties litigate more professionally and amicably. After the vote, the committee heard a presentation from Florida Bar President Sayah Baker Barnes on the Florida Bar’s role and the impact of artificial intelligence on the legal profession.
Baker Barnes described the Florida Bar as an arm of the Florida Supreme Court responsible for regulating lawyers, protecting the public, handling discipline, reimbursing some victims of lawyer theft through the client security fund, and providing continuing legal education. She said AI use among lawyers has grown rapidly and that the Bar has created committees, guidance, and an ethics opinion to help lawyers use AI responsibly. She emphasized that lawyers remain responsible for the accuracy of AI-generated citations and work product, noted that Florida courts have already disciplined lawyers and a pro se litigant for fake AI-generated citations, and discussed confidentiality, privilege, and deepfake concerns. Members asked about protecting client information and finding best-practice resources, and she directed them to the Bar’s LegalFuel site and AI guidance materials. The meeting then adjourned.
TX
Transcript Highlights:
- AI in the pre-authorization. process versus inappropriate utilization that systematically and algorithmically
Keywords:
SB 213, Texas insurance, Insurance Code, Chapter 551, Chapter 541, bundling, tying arrangement, cross-selling, homeowners insurance, residential property insurance, auto insurance, personal automobile insurance, consumer protection, unfair trade practice, deceptive insurance practice, property and casualty insurer, Lloyd's plan, county mutual, reciprocal exchange, farm mutual