Video & Transcript Research : 'pricing algorithms'
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MA
Massachusetts 2025-2026 Regular Session
Correctional Consolidation and Collaboration Jun 21st, 2026 at 11:00 am
Transcript Highlights:
- So I don't want people to think that this is AI or algorithm only.
Summary:
The Special Commission on Correctional Consolidation and Collaboration met to approve the May 5 minutes and hear a presentation from the Massachusetts Probation Service. The minutes were approved unanimously, with a request that a member’s closing remarks be added to the record. The commission also noted online participants and confirmed quorum before moving to the presentation.
Probation leaders described the agency’s role as the state’s largest post-release supervision system and emphasized its focus on reentry, accountability, and reducing technical violations. They outlined the from-and-after sentencing structure, dual supervision with parole, and efforts to reduce revocations and non-criminal violations. Members asked about racial and ethnic disparity work, and probation said that effort is funded through the trial court and state budget, not federal grants. The presentation highlighted community engagement, simplified and translated probation conditions, workforce diversification, and training aimed at improving trust and access for court users.
A major portion of the discussion focused on Community Justice Support Centers, evidence-based programming, and shared services such as housing, MassHealth enrollment, transportation, and behavioral health referrals. Probation said the centers are underutilized but have shown improved outcomes in non-randomized studies, with lower recidivism among participants compared with similar probationers. Members discussed mental health access, veterans identification, medication-assisted treatment, and the importance of state IDs and driver’s licenses for successful reentry. The commission also heard about housing supports, including transitional and sober housing, and a statewide behavioral health initiative for justice-involved individuals. The meeting ended with plans for the next session on July 11 and a motion to adjourn, which passed.
CT
Connecticut 2026 Regular Session
Medical Assistance Program Oversight Council Care Management Committee May 13th Meeting May 13th, 2026
Transcript Highlights:
- We, through algorithmically, we push out calls to the head of household and to let them know, hey, you
Summary:
The Care Management Meeting opened with a DSS update on the PCMH program. Staff reported the program remained steady at 124 practices, 553 sites, and 2,548 providers, with some month-to-month fluctuation driven by practice consolidation, retirements, and a few practices leaving the program because NCQA requirements were burdensome. Members asked about declining provider and site counts, member attribution trends, and whether PCMH practices overlap with behavioral health homes; DSS said attribution changes are largely due to members becoming ineligible, moving, or getting other insurance, and that PCMH and behavioral health homes are separate programs that coordinate informally. The committee also discussed why some smaller practices leave the program and whether the requirements could be made easier to support retention.
The committee then resumed a detailed presentation on the Husky Dental program. The presenter described the dental benefit’s history, the importance of preventive oral health, workforce and consolidation pressures in dentistry, and the lack of interoperability between dental and medical records. Network data showed year-over-year declines in enrolled dental practitioners and service locations, with access gaps concentrated in rural and eastern parts of the state. Appointment availability surveys showed average waits of 38 days for adults and 23 days for children, but much longer waits at FQHCs than private fee-for-service practices. The presenter said Connecticut remains above the national median on CMS pediatric dental quality measures, though sealant rates remain a concern, and noted that preventive care is associated with lower per-member costs. Members raised concerns about provider participation, large practices dropping Medicaid, mobile dental care, and whether the public directory accurately reflects which dentists are actually accepting new patients. The presenter said the plan uses secret-shopper calls, tracks appointment availability, and has begun using place-of-service coding to better identify school-based dental care. She also noted a new MOU with 20 Head Start programs to share data and provide oral health literacy and navigation support.
The final major topic was implementation planning for HR1. DSS said CMS guidance was expected in early June and proposed using upcoming meetings to cover medical frailty, communication strategy, and data integration/ex parte verification. Committee members urged the department to create a dashboard to track disenrollments and other impacts of HR1, to build a process for complaints and problem resolution, and to think through cost-sharing, caregiver verification, exemptions, and notices. Members also asked about using existing eligibility structures such as the working-disabled program as a model. The committee agreed to move the next meeting to June 10 by Zoom, with the agenda to be circulated in advance and any PCMH Plus quality data shared if available.
NM
New Mexico 2026 Regular Session
IC - Legislative Education Study May 1st, 2026
Transcript Highlights:
- The algorithm scrapes the available articles on the internet, whatever the bias.
ND
North Dakota 2026 1st Special Session
Budget Section Commerce and Legal Service Division Mar 18th, 2026 at 01:00 pm
Transcript Highlights:
- So we start our list with a couple hundred jobs, and we run it through this algorithm to narrow it down
Summary:
The Budget Section’s Commerce and Legal Services Division met to review the Department of Commerce base budget for the 2027-29 biennium and to receive an update on Commerce programs. Legislative Council staff first walked the committee through the “blue sheet” base budget summary, explaining the major line items, the large share of federal grant authority in Commerce’s budget, and the continuing appropriations that support several Commerce funds. Members asked how grant funding is coordinated across agencies, and staff said collaboration varies by program but is strong in areas like UAS and LIHEAP.
Commerce Commissioner Chris Schilken then presented on current activities, focusing heavily on grant administration, transparency, and economic development programs. Members questioned how grant applicants are selected, whether Commerce tracks applications and return on investment, and how long grant awards take to reach recipients. The commissioner said Commerce uses scoring criteria, outside reviewers, a minimum 30-day application window, and typically completes awards within two to three months. A lengthy exchange followed over whether Commerce should open some grants only to intended recipients versus running competitive application processes; Commerce said it follows best-practice grantmaking and that its attorney in the Attorney General’s office approved that approach.
Commerce also highlighted the North Dakota Development Fund, citing long-term investment and job creation results, examples such as Red Trail Energy, Packet Digital, Valiance, Corvent Medical, child care loans, and the Automate ND program. Members asked about acceptable failures, lessons learned, regional economic development coordination, and the expansion of the fund into non-primary sectors. Workforce Director Katie Ralston Howell then outlined a statewide workforce ecosystem review, a new governor’s workforce sub-cabinet, and three task forces focused on simplifying entry, warm handoffs, and data integration. She discussed the in-demand occupations list, Workforce Pell, apprenticeships, and efforts to better connect students with employers and higher education. Commerce also briefly reviewed housing programs and a new housing sub-cabinet. No votes were taken; the committee simply received testimony, asked questions, and adjourned after setting up the next meeting to hear the Attorney General budget in June.
NM
New Mexico 2025 Regular Session
Legislative Finance Sub Committee Oct 15th, 2025
Transcript Highlights:
- They used a very comprehensive method of selecting an algorithm that took a tremendous amount of input
FL
Transcript Highlights:
- you think about these big companies, there is a responsibility on the tech companies to fix their algorithms
Summary:
The Senate Committee on Education Pre-K through 12 met to hear a panel discussion on artificial intelligence in K-12 education. Dr. Maya Israel of the University of Florida gave an overview of AI literacy, the benefits of AI for personalized learning and teacher support, and the risks involving data privacy, overreliance, hallucinations, and misuse. She described the Florida K-12 AI Task Force, which published statewide guidance in March and is now providing professional development, case studies, surveys, and resources for teachers and families. She also noted that teacher preparation programs and microcredentials are being developed, but there is not yet a statewide baseline standard for teacher AI training.
Superintendents Van Ayers of Hillsborough County and Kevin Hendrick of Pinellas County described district policies and implementation efforts. Hillsborough adopted an AI governance policy, created an implementation guide, and set rules barring generative AI use for students in pre-K through 7th grade while allowing limited, teacher-approved use for older students with district-vetted tools. Pinellas emphasized digital responsibility, parent transparency, data-use agreements, and a governance process for approving tools. Both districts said AI is being used for lesson planning, tutoring, reading-level adjustments, scheduling, and other administrative tasks, but they do not yet have reliable evidence that AI is improving academic performance. They also discussed teacher training, stipends, and certification efforts, including partnerships with universities and vendors such as Microsoft, Google, Magic School, and Gemini.
Drew Allen of FSU Inspire offered an industry-focused perspective, arguing that AI is not new but that education must adapt more quickly to industry needs. He described Inspire’s workforce and research mission, its AI and robotics training for teachers, and the need to build teacher comfort and confidence through incentives and applied training. Committee members raised concerns about student dependence on AI, academic integrity, mental health, moral decision-making, data privacy, and whether schools should return to more paper-based testing. The panel generally agreed that AI should be used with strong guardrails, human oversight, and a balance between technology use and traditional learning. No legislation was considered, and the meeting ended with a motion to adjourn, which was adopted without objection.
US
US Federal 2025-2026 Regular Session
Hearings to examine bridging the gap, focusing on enhancing outreach to support veterans' mental health. Apr 29th, 2025 at 09:30 am
Senate Veterans' Affairs
Transcript Highlights:
- women who are victims of military sexual trauma has been incorporated into our REACHVET and REACHVET algorithm
Keywords:
veterans, mental health, suicide prevention, Staff Sergeant Parker Gordon Fox Grant Program, HOPE Act, BRAVE Act, Every State Counts for Vets Mental Health Act, advocacy, legislation, mental health resources
Summary:
The committee meeting focused primarily on the critical issues surrounding veterans' mental health and suicide prevention. Discussions centered on the reauthorization of essential programs aimed at providing non-clinical support services to veterans, particularly the Staff Sergeant Parker Gordon Fox Suicide Prevention Grant Program. Senators emphasized the urgent need for adequate mental health resources as the suicide rate among veterans remains alarmingly high. Key testimonies were provided by various advocates and officials, illustrating both successful implementations of these programs and areas needing improvement.
TX
Transcript Highlights:
- appropriate methodology for the court, for the... ...jury, the findings of fact, to utilize in their algorithm
Keywords:
election officials, confidentiality, personal information, government transparency, public safety, spirit beverages, alcoholic beverages, Texas Alcoholic Beverage Code, distribution, taxation, firearms, local regulation, archery equipment, weapons, voter registration, statewide list, county requirements, election integrity, computer services contracts, mental health
Summary:
The Senate Committee on State Affairs heard Senate Bill 3031, which would expand aggravated assault to cover certain road-rage shootings involving a person in or traveling to or from a motor vehicle, when a firearm is discharged and causes injury, property damage, or fear of serious bodily injury. Senator Schwertner laid out the bill for the author, described it as closing a gap in the law, and there was no public testimony; the bill was left pending.
The committee then heard Senate Bill 2514, a measure by Chairman Hughes aimed at creating a DPS unit to identify, investigate, and monitor hostile foreign influence operations and to require ethics training for state employees. Supportive invited testimony from Dr. Jacqueline Deal, Ambassador Kelly Curry, and Michael Lucci emphasized threats from the Chinese Communist Party, transnational repression, cyber intrusion, and state-level influence efforts, and argued Texas should take a leading role. Public testimony included opposition from speakers who raised concerns about free speech, privacy, and potential overbreadth. The bill was left pending after testimony closed.
Finally, the committee took up Senate Bill 30 as pending business and discussed a committee substitute. Senator Schwertner explained that the substitute would limit admissible medical expense evidence to amounts paid or up to 300% of Medicare, clarify treatment of provider testimony and attorney-referred providers, remove a requirement that plaintiffs use available health insurance to mitigate damages, strike a unanimous-verdict requirement for non-economic damages, and delete a remittitur provision. Senators questioned the impact on sexual assault and child abuse survivors, the use of Medicare as a benchmark, and whether the bill would still allow fair compensation. After discussion, SB 30 was left pending and the committee recessed subject to the call of the chair.
US
US Federal 2025-2026 Regular Session
Hearings to examine S.124, to amend title 38, United States Code, to provide for disciplinary procedures for supervisors and managers at the Department of Veterans Affairs and to modify the procedures of personnel actions against employees of the Dep Mar 11th, 2025 at 09:30 am
Senate Veterans' Affairs
Transcript Highlights:
- is based on performance, not on political rhetoric. or bumper slogan, Musk declarations, or his algorithms
Keywords:
Department of Veterans Affairs, disciplinary procedures, accountability, personnel actions, whistleblower protection, cancer, military, aircrew, veterans, health study, toxins, morbidity, mortality, service members, mental health, community care, accessibility, treatment programs, substance abuse, appointments
Summary:
During the meeting, various members engaged in extensive discussions surrounding 15 proposed bills related to veterans' affairs. Notably, concerns regarding recent VA workforce changes sparked debates, particularly about potential cuts and their implications for veterans' care and benefits. Chairman Moran emphasized the need for thoughtful reforms and coordination with stakeholders, urging responsible measures to prevent negatively impacting service delivery. The meeting highlighted a significant bipartisan effort to enhance veterans' access to essential health services, particularly in light of recent challenges faced by the VA workforce. Senator Blumenthal's assertions about the urgent plight of veterans due to cuts in personnel drew strong reactions, showcasing the deep concern among committee members regarding the current state of veteran services.
US
US Federal 2025-2026 Regular Session
Hearings to examine interdicting illicit drug trafficking, focusing on a view from the front lines. Feb 26th, 2025 at 10:00 am
Commerce, Science, and Transportation Committee
Transcript Highlights:
- And that's where we use AI, machine learning, building algorithms that can identify patterns. to point
Keywords:
Coast Guard, maritime drug enforcement, illegal drugs, fentanyl crisis, legislative reforms, public testimony
Summary:
The meeting of the Senate Committee on Commerce, Science, and Transportation addressed critical issues surrounding maritime drug enforcement and the Coast Guard's role in stopping the influx of illegal drugs. The chairman highlighted the alarming consequences of current policies allowing drugs to cross borders, emphasizing the need for legislative reforms, such as the Coast Guard Reauthorization Act of 2025. There was an intense discussion regarding the operational challenges faced by the Coast Guard, which has recently made significant drug seizures, indicating progress but also revealing gaps that need addressing. Several witnesses, including victims of the drug crisis, shared their compelling testimonies, which underscored the urgency for stricter controls and comprehensive support for law enforcement agencies involved in drug interdiction efforts.
TX
Texas 89th Regular
Appropriations - S/C on Article III Feb 26th, 2025
Appropriations - S/C on Article III
CO
Colorado 2026 Regular Session
Colorado House 2026 Legislative Day 114 May 8th, 2026
Colorado House Floor Meeting
Transcript Highlights:
- use every tool available to hold powerful interests accountable, it is ordinary people that pay the price
- It's our communities that pay the price.
- <02:31:43.280>
It ordinary people that pay the price. - It ordinary people that pay the price.
- communities that pay the price. communities that pay the price.
Summary:
The House convened, took roll, and approved the journal of Wednesday, May 6, 2026, as corrected. Members then made several announcements, including committee meeting notices, a Colorado Farm Bureau burger bash, recognition of Nurses Week, Asian-American and Pacific Islander Heritage Month, and a commendation honoring former legislator Dorothy Rupert for her public service and advocacy. The chamber also heard a report that Rep. Flynnel had helped save a life by calling 911 when she witnessed a medical emergency near the Capitol.
Committee reports were received from Appropriations and Business Affairs and Labor, and the majority leader moved a slate of bills to special order for May 7. The House then proceeded to special orders and considered House Bill 1433, which would allow the firefighter behavioral health trust to receive gifts, grants, and donations to sustain services for firefighters dealing with trauma. Supporters described the program as essential for first responders, and the bill passed.
The chamber next considered House Bill 1429 on consolidating administration of public assistance programs. Supporters said it would stabilize the safety net, reduce error rates, and create a transition plan involving counties, state departments, and frontline workers; the appropriations report and the bill both passed. House Bill 1416, which transfers money from the Universal High School Scholarship Cash Fund to support small businesses and the Colorado Small Business Development Center, also passed as amended after debate over the use of the scholarship fund and its prior implementation challenges. Opponents argued the money should remain with students, while supporters said the fund had already distributed most of its original allocation and the transfer would help small businesses without creating a new program.
OK
Transcript Highlights:
- We actually met with some Folks from UHDC last week, Americans for Affordable Drug Prices, and they were
Bills:
SB667, SB904, SB1344, SB1380, SB1423, SB1425, SB1484, SB1500, SB1502, SB1503, SB1555, SB1561, SB1562, SB1565, SB1572, SB1644, SB1749, SB1833, SB2007, SB2044, SB2074
Keywords:
chiropractic, licensure, animal chiropractic, Board of Chiropractic Examiners, licensing requirements, gender transition, gender-affirming care, transgender, puberty blockers, cross-sex hormones, hormone therapy, sex reassignment, transition surgery, Medicaid, public funds, state facilities, state hospital, Oklahoma, intersex, DSD
MN
Minnesota 2025-2026 Regular Session
House Commerce Finance and Policy Committee 2/26/26
Commerce Finance and Policy
Transcript Highlights:
- You have far more algorithms.
- You have far more algorithms.
- <00:48:09.760>
have <00:48:10.000>far <00:48:10.240>more You have far more algorithms
Keywords:
virtual currency, kiosks, prohibition, customer payouts, cryptocurrency regulation, consumer privacy, data privacy, health data, sensitive data, Minnesota Consumer Data Privacy Act, personal data, data broker, targeted advertising, geofencing, location tracking, health care privacy, patient privacy, consent, minor privacy, children's privacy
Summary:
The Commerce Finance and Policy Committee met on House File 3642, which would prohibit virtual currency kiosks in Minnesota. The bill was laid over, and the committee adopted a DE1 author’s amendment. Chair Kaggel and Representative Perryman described the measure as a response to widespread scams using crypto kiosks, especially against older adults and other vulnerable people, and said they would continue working with the Department of Commerce and other stakeholders.
Testimony from law enforcement and advocates strongly supported the ban. A St. Cloud police sergeant and a Woodbury detective described cases in which victims lost large sums, said the current safeguards and refund rules are being bypassed, and argued that the kiosks are difficult to investigate because funds move quickly and often overseas. An AARP Minnesota volunteer also supported the bill, saying kiosks are a preferred tool for scammers and that existing protections have not kept pace with the problem. The Department of Commerce said it strongly supports the bill and reported that it has received 120 complaints over three years involving nearly $1 million in reported losses, with 2025 the worst year so far.
The main opposition came from CoinFlip’s general counsel, who argued that the problem is fraud generally, not kiosks themselves, and said Minnesota already has consumer protections, including refunds for eligible victims. He urged stronger regulation rather than a ban, citing blockchain analytics, hold periods, and 24-hour customer service as alternatives. Committee members then asked questions about how long kiosks have operated in Minnesota, how many there are, who owns them, and the scale of losses; Commerce said there are hundreds statewide, operated by a variety of companies, and that reported losses are likely undercounts.
HI
Hawaii 2026 Regular Session
Restrictive Housing Legislative Working Group (RHG) - Tue Jan 13, 2025 @ 9:30 AM HST
Hawaii House Floor Meeting
Transcript Highlights:
- know that we've also been working with a suicide risk screening tool that is, um, culturally and algorithmically
- know that we've also been working with a suicide risk screening tool that is, um, culturally and algorithmically
- know that we've also been working with a suicide risk screening tool that is, um, culturally and algorithmically
NH
New Hampshire 2025 Regular Session
Senate Energy and Natural Resources (04/01/2025)
Energy and Natural Resources
Transcript Highlights:
- I don't want an AI algorithm to determine where my low-income veterans who are calling for help are going
- that we saw a few years ago on the price of electricity.
- that we saw a few years ago on the price of electricity.
- Whether it offer<01:48:03.760>
uh <01:48:04.080>fosters <01:48:04.560>price <01:48 - price stability and helps<01:48:05.600>
reduce <01:48:05.920>exposure <01:48:06.320>
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:
- And those paying the greatest price, unfortunately, are the students who can least afford it.
- 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.
NH
Transcript Highlights:
- And next on deck will be Simon Amaya Price.
- Amaya Price, and it's lovely to see you Amaya Price, and it's lovely to see you all<00:34:57.040>
- And on deck will be Simon uh Amaya<02:10:00.639>
Price. - And on deck will be Simon Amaya Price.
- Uh, my name is Simon Amaya Price.
TX
Transcript Highlights:
- We're locking in that price in order to know that we have it coming.
- Then, if I re-sign to purchase a new truck with the same vendor or go out for other bids, the price of
- have to provide the paperwork that demonstrates that the purchase was made and the final purchase price
- They're a predictive model based off an algorithm that learns as it goes.
- We could train algorithms with AI to obtain information from those cameras to assist in improving how
NM
New Mexico 2025 Regular Session
IC - Water and Natural Resources Nov 17th, 2025
Water & Natural Resources Committee
Transcript Highlights:
- struggling to keep up with the interconnection equipment they need to install, which has its own pricing
- those areas where HR 1, or the One Big, Beautiful Bill, is having interesting impacts in that the pricing
- Prices are going up. Next slide, please.
- It's hard to put an exact price tag on it because it will depend on how the acquisitions program rolls
- The exact price tag depends on the size of the region, the geology of that region, and the different