Video & Transcript Research : 'algorithmic discrimination'

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US

US Federal 2025-2026 Regular Session

Hearings to examine certain pending nominations. Apr 29th, 2025 at 08:30 am

Senate Armed Services Subcommittee on Personnel

Transcript Highlights:
  • says contractors should not use government data to train publicly or commercially available AI algorithms
Summary: The meeting of the committee revolved around critical discussions on enhancing the defense industrial base, focusing on small business engagement and the importance of streamlined processes in defense contracting. There was a significant emphasis on the need for more investment in the defense manufacturing sector, particularly in the face of competition from countries like China. Some members expressed frustration over the treatment of small businesses, citing barriers that prevent these innovative companies from effectively participating in defense contracts. The need for a workforce capable of meeting the common challenges posed by evolving technologies and geopolitical threats was also highlighted throughout the meeting.
FL

Florida 2025 Regular Session

Banking and Insurance Mar 25th, 2025

Transcript Highlights:
  • the right balance between allowing innovation but also protecting consumers from on accountable algorithms
Keywords: 999, senate, all
LA

Louisiana 2026 Regular Session

House of Representatives May 27th, 2026

Louisiana House Floor Meeting

Transcript Highlights:
  • The estimate is highly preliminary, but it's at $125 an hour, just to redo the algorithm to change it
  • The estimate is highly preliminary, but it's at $125 an hour, just to redo the algorithm to change it
LA
Transcript Highlights:
  • The newly proposed public assistance program called Rapid introduces new parametric algorithms that I
  • So building codes and land planning and new parametric algorithms and Rapid and Risk Rating 2.0, I think
Keywords: 965, house, all
Summary: The committee first heard an update on the Northwest Louisiana earthquake cluster. Laura Sori of the Department of Conservation and Energy said the agency has inspected Class II injection wells within 12 miles of the earthquakes, found no permit violations, and is requiring monthly reporting of daily injection data. LSU and Tulane researchers explained that the swarm includes about 50 earthquakes detected by USGS since December 2025, including a 4.9 magnitude event on March 5, and that better monitoring is needed because Louisiana has very limited seismic station coverage. Dr. Cynthia Ebinger said her temporary array has detected more small quakes than USGS, that the pattern looks more like a swarm than normal aftershocks, and that the data suggest pressure changes in the subsurface, though no definitive cause was identified. Keith Hall of LSU described how other states responded to suspected induced seismicity with more monitoring, more frequent reporting, injection limits or moratoria, and “traffic light” systems that escalate regulatory responses as seismicity increases. Members asked about depths, fault locations, possible links to injection or fracking, and whether more monitoring and data-sharing should be pursued; several speakers said Louisiana likely needs a denser monitoring network and more structured data collection. A Texas geoscientist, William Berger, also testified that Texas uses large-scale data analysis and AI to study injection-related seismicity and argued for secure sharing of operator data to improve forecasting and risk management. The committee then took testimony on UAV and drone incursions over Barksdale Air Force Base. GOSEP said the incident was logged in WebEOC and the common operating picture, but that Barksdale did not request direct GOSEP resources and that the matter was handled through law enforcement channels. Louisiana State Police and the FBI said they were limited in what they could disclose, but confirmed multiple drone sightings on the morning and evening of March 9 and continued monitoring for several days. State Police said they have created a task force with the Police Chiefs Association, Sheriffs Association, GOSEP, and LSP, and that officers are receiving FBI-related training to help detect and, where authorized, mitigate drones. Members discussed whether the activity was nefarious, what counts as an incursion, and the need for better public education about drone restrictions near military and critical infrastructure sites. No formal action was taken, but members said the issue will continue to be tracked alongside pending legislation. Finally, the committee received a one-year update on the merger of GOSEP with the Louisiana National Guard and Military Department. Major General Thomas Freelieu and Brigadier General Jason Maffus said the merger has reduced GOSEP from seven divisions to three, shifted administrative functions to the Military Department, and produced about $10.5 million in first-year cost avoidance. They said the agency has modernized its common operating picture, returned staff to in-person work, and continued statewide preparedness exercises. Freelieu highlighted Guard missions including cyber expansion, the new Air National Guard cyber squadron at Jackson Barracks, modernization of the 159th Fighter Wing, and ongoing support for homeland security missions in New Orleans and Washington, D.C. Maffus said GOSEP’s core mission remains emergency preparedness, response, and recovery, and that the merger is intended to make state support to parishes faster and more efficient.
LA
Transcript Highlights:
  • The newly proposed public assistance program called Rapid, it introduces new parametric algorithms that
  • So building codes and land planning and new parametric algorithms and Rapid and Risk Rating 2.0—I think
Summary: The committee met on May 26, 2026, and first approved the minutes from the May 22, 2025 meeting. The main topic was the Northwest Louisiana earthquake cluster, with testimony from Louisiana Department of Conservation and Energy staff, LSU and Tulane geoscientists, and later LSU law professor Keith Hall. Witnesses said the cause of the swarm has not been definitively identified, but induced seismicity from wastewater injection or hydraulic fracturing remains a concern. They described 50 earthquakes reported by the USGS in Red River, Bienville, DeSoto, and Natchitoches Parishes, including a magnitude 4.9 event on March 5, 2026, and explained that Louisiana’s sparse seismic network limits detection and depth/location estimates. C&E said it inspected Class II injection wells within 12 miles of the events, found no violations, now requires more frequent injection reporting, and is working with researchers and LSU on a possible state monitoring network and future policy changes. Committee members asked about injection depths, fault locations, whether the activity could be natural, and whether Louisiana should adopt stronger monitoring or a traffic-light regulatory system like other states. The witnesses said more data is needed before firm conclusions can be drawn, but that denser monitoring can detect smaller quakes and help identify patterns. Professor Hall summarized responses in other states, including more frequent reporting, increased monitoring, injection reductions, moratoria, and traffic-light systems in Oklahoma, Kansas, Texas, Ohio, and Illinois. Members also discussed whether operators should share more seismic and geologic data, and several said the state should avoid jumping to conclusions while still improving oversight. The committee then heard from William Berger, a Texas geoscientist, who described using AI and operator data to model wastewater injection and seismic risk, and said broader data sharing would improve forecasting and siting decisions. He and another witness emphasized that many earthquakes arise from clusters of wells rather than a single well, and that proprietary concerns limit voluntary disclosure. The committee also received a brief update from GOSEP and the Louisiana National Guard on the Barksdale Air Force Base drone incursions. GOSEP said it logged the incident in WebEOC and shared releasable information, while State Police and the FBI said they were limited in what they could disclose. Officers said a task force has been formed, some personnel have received federal drone-mitigation training, and House Bill 940 is intended to mirror the task force MOU. Finally, Major General Thomas Friloux and Brigadier General Jason Maffus updated the committee on the merger of GOSEP into the Louisiana Military Department. They said the merger has reduced GOSEP from seven divisions to three, brought back employees to in-person work, modernized the state’s common operating picture, and produced about $10.5 million in first-year cost avoidance through staffing and contract changes. They also noted the planned transfer of the Louisiana Center for Safe Schools to the Louisiana Commission on Law Enforcement, ongoing hurricane preparedness, and continued coordination with parish emergency managers. No votes were taken on the substantive topics, and the meeting ended with the committee moving through its agenda items and receiving informational testimony.
AL

Alabama 2025 Regular Session

Alabama House Apr 22nd, 2025

Alabama House Floor Meeting

NH

New Hampshire 2025 Regular Session

House Criminal Justice and Public Safety (05/23/2025)

Criminal Justice and Public Safety

Transcript Highlights:
  • And I never understood it, but I think it was called algorithms or logarithms or something.
  • It's coming out through the algorithm in a way that they didn't necessarily intended to, right?
  • It's coming out through<04:05:04.640> the<04:05:04.800> algorithm<04:05:05.199> in
  • > a<04:05:05.520> way<04:05:05.600> that<04:05:05.840> they through the algorithm
  • in a way that they through the algorithm in a way that they um<04:05:06.560> didn't<04:05:06.880
Keywords: 1189, house, all
NH

New Hampshire 2026 Regular Session

Senate Election Law and Municipal Affairs (03/31/2026)

Election Law and Municipal Affairs

Transcript Highlights:
  • addresses, and it's resulted in thousands of people being made inactive because of the way those algorithms
  • addresses, and it's resulted in thousands of people being made inactive because of the way those algorithms
  • addresses, and it's resulted in thousands of people being made inactive because of the way those algorithms
  • I was also trained to guard against bias and discrimination in adjudications, particularly discrimination
Keywords: 1191, senate, all
MA

Massachusetts 2025-2026 Regular Session

Joint Committee on Education Jun 21st, 2026 at 11:00 am

Joint Committee on Education

Transcript Highlights:
  • You can't teach AI without teaching the algorithms, the data, and systems that power it, and that is
Keywords: 995, all
Summary: The Joint Committee on Education heard testimony on a wide range of bills, with the largest portions focused on the Healthy Youth Act (S.340/H.656), comprehensive and inclusive curriculum bills (H.655/S.371 and related measures), climate literacy education (H.560/S.391), computer science coursework (H.534/S.362), arts education funding and STEM-to-STEAM proposals (H.561 and H.4297), and a homeschooling reporting bill (H.518). Supporters of the Healthy Youth Act argued it would preserve local control while requiring medically accurate, age-appropriate, LGBTQ-inclusive sex education and regular updates to state health frameworks; opponents raised parental rights, age-appropriateness, and opt-out concerns, with some calling for fetal development content. Supporters of inclusive curriculum bills said they would improve representation, belonging, and civic understanding, while opponents argued they could undermine parental authority or promote ideological content. Climate, computer science, and arts advocates emphasized workforce readiness, student engagement, and the need for state support and funding to expand access and teacher training. Testimony on the climate literacy bill described increasing climate impacts in Massachusetts and argued that interdisciplinary instruction would prepare students for science, policy, and green careers; witnesses said the bill was not a mandate but a support and funding measure. Computer science supporters said access remains uneven, especially for girls, students of color, and students with disabilities, and urged stronger statewide requirements and AI-related standards. Arts advocates backed both the STEM-to-STEAM bill and the Lowell Mason arts funding proposal, citing research on student achievement, attendance, creativity, and the economic importance of the arts sector. The homeschool bill was supported by a homeschool advocacy group as a modernization of reporting requirements. The committee closed testimony on numerous bills where no one remained signed up or testimony had concluded, including several education, curriculum, and commission proposals. No votes were taken during the hearing itself. At the end of the session, the committee closed out the remaining testimony and adjourned after a motion and second.
AR

Arkansas 2026 1st Special Session

ALC-HOSPITAL, MEDICAID, & DEVELOPMENTAL DISABILITIES STUDY SUBCOMMITTEE Jan 12th, 2026

ALC-HOSPITAL, MEDICAID, & DEVELOPMENTAL DISABILITIES STUDY SUBCOMMITTEE

Transcript Highlights:
  • doesn't have to fill out five different forms, and it just works based on the technology and the algorithm
Summary: The committee heard testimony from Nick Moore, Acting Assistant Secretary of the Office of Career and Technical Education, on efforts to better align workforce, education, and human services programs. Moore argued that WIOA, Perkins, and ESSA were designed to function as an integrated talent system, but that federal and state bureaucracy has kept them siloed. He said the Department of Labor and OCTAE are working on more integrated state plan guidance, including a 2026 plan modification timeline, combined Perkins/WIOA plans, and greater use of labor market information to align training with in-demand jobs and Workforce Pell. Moore emphasized reducing overhead, cross-training staff, using common intake and integrated case management, and focusing on the “shadow labor force” of people facing benefit cliffs, child care barriers, or other obstacles to work. He repeatedly urged states to use waivers and flexibility where possible, to consolidate or streamline local workforce structures, and to hold programs accountable through measures such as labor force participation, training-related employment, retention, and cost per successful outcome. Members asked about the balance between flexibility and accountability, the role of employers versus postsecondary institutions, rural “training deserts,” state waivers, and data systems such as Mississippi Spark and Arkansas Launch. Moore said states should use technology and integrated intake to co-enroll eligible participants in multiple programs and better match people to jobs. In response to questions, Moore said some federal rules cannot be waived, but many reporting and administrative requirements can be streamlined, and he encouraged Arkansas to propose ideas for waivers or state-level integration. He also discussed the need for enhanced wage records and state longitudinal data systems to improve workforce planning and economic development. After Moore’s presentation, DHS Secretary Janet Mann and Director Jay Hill gave a brief update on reimbursement rates, saying the department had compiled more than 100 public comments, recommended holding the current rate, and was awaiting executive review; they estimated the process could take 30 to 60 days. The committee then adjourned, noting a later audit presentation scheduled for the afternoon.
FL

Florida 2025 Regular Session

December 9, 2025 - 09:30 AM

Transcript Highlights:
  • time you click on something on Instagram or Facebook or a like on an advertisement that trains your algorithm
NM

New Mexico 2025 Regular Session

IC - Mortgage Finance Authority Act Oversight Sep 2nd, 2025

Mortgage Finance Authority Act Oversight Committee

Transcript Highlights:
  • Madam Chair and Representative Roybal-Caballero, part of the assessment to find out and they use an algorithm
TX

Texas 89th Regular

Local Government (Part I) May 5th, 2025

Local Government

Transcript Highlights:
  • and this ...but it was an example of what can happen because a lot of those are being driven by algorithms
Summary: The Senate Committee on Local Government heard several bills, most of them left pending after brief public testimony. House Bill 331, by Rep. Patterson and sponsored by Sen. Hinojosa, would create a presumption that firefighters, police officers, and EMTs who suffer a heart attack or stroke within eight hours after a strenuous shift were injured in the line of duty for workers’ compensation purposes; testimony from a firefighters’ association supported the bill, and it was left pending. Senate Bill 2655, by Sen. Flores, would authorize Burnet County to establish a local provider participation fund to help support local hospital services; a hospital administrator testified in support, and the committee substitute was left pending. Senate Bill 1443, by Sen. Hughes, would extend the Northeast Healthcare Provider Participation District in three counties, and House Bill 3307, by Rep. Noble, would allow property tax arbitrators to complete required continuing education online; both were left pending without opposition. Senate Bill 3048, by Sen. Birdwell, would create the Bluebonnet Hills Municipal Management District in Midlothian and was also left pending. The committee then took up House Bill 9 and HJR 1, sponsored by Sen. Bettencourt, which would raise the business personal property tax exemption from $2,500 to $125,000 and place the constitutional amendment on the November 4, 2025 ballot. Business groups, realtors, and taxpayers’ advocates testified in strong support, saying the change would provide meaningful relief to small businesses and help balance earlier homeowner tax relief. The City of Fort Worth testified in opposition, warning of a revenue shift to homeowners and budget impacts, but the committee adopted the committee substitutes and reported both measures to the full Senate on 6-0 votes. The committee also heard House Bill 1399 and HJR 99, by Sen. Nichols, to exempt animal feed from property tax when it is already sales-tax exempt; no one testified against them, and both were left pending. Senate Bill 2553, by Sen. West, would let owners of historic archaeological sites protest land and structure appraisals separately, and it was left pending after supportive testimony. Senate Bill 2907 and SJR 78, also by Sen. West, would exempt certain perishable inventory, including food and some prescription drugs, from property tax if approved by voters; pharmacists, business groups, a researcher, and a coalition of retailers and food/medicine advocates supported the bill, and it was left pending. Finally, Senate Bill 1331, by Sen. Hancock and explained by Sen. Middleton, would lower the population threshold for certain municipal civil-service-related petition restrictions from 950,000 to 70,000; law enforcement representatives and a San Marcos police association supported it, and it was left pending. The committee then recessed until 15 to 30 minutes after adjournment.
TX

Texas 89th Regular

State Affairs Mar 5th, 2025

State Affairs

Transcript Highlights:
  • Are you looking into how to apply technology algorithms, for example, to go through all the five?
Keywords: 1184, house, all
US

US Federal 2025-2026 Regular Session

Hearings to examine bipartisan legislative frameworks for digital assets. Feb 26th, 2025 at 01:30 pm

Senate Banking, Housing, and Urban Affairs Subcommittee on Digital Assets

Transcript Highlights:
  • We saw that even with a small terra, you know, algorithmic stable coin.
Summary: The inaugural meeting of the Digital Assets Subcommittee brought a wave of excitement and anticipation regarding the future of digital assets, including Bitcoin and stablecoins. Chair Lummis expressed gratitude towards Senator Scott for establishing the subcommittee, indicating a commitment to promote responsible innovation while safeguarding consumers. Members discussed the necessity for a bipartisan legislative framework to regulate digital asset markets effectively while outlining the potential benefits such legislation could have on enhancing financial inclusion and streamlining payments. The meeting featured expert testimonies from key figures in the digital asset industry, highlighting the importance of creating clear regulatory guidance for digital assets to foster innovation without compromising consumer protections.
HI

Hawaii 2026 Regular Session

EDU Informational Briefing 01-28-2026

Hawaii Senate Floor Meeting

Transcript Highlights:
  • I mean, we've got algorithms that track our websites and what we search and starts feeding us ads.
  • I mean, we've got algorithms that track our websites and what we search and starts feeding us ads.
  • I mean, we've got algorithms that track our websites and what we search and starts feeding us ads.
  • I mean, we've got algorithms that track our websites and what we search and starts feeding us ads.
  • I mean, we've got al algorithms<01:48:48.400> that<01:48:48.719> track<01:48:48.960>
Keywords: 912, senate, all
HI

Hawaii 2026 Regular Session

FIN-WAM Joint Info Briefing - Mon Jan 26, 2026 @ 1:00 PM HST

Hawaii House Floor Meeting

Transcript Highlights:
  • I don't know what algorithms they use.
  • 01:10:20.000> don't<01:10:20.120> know<01:10:20.240> what<01:10:20.440> algorithms
  • I don't know what algorithms projection. I don't know what algorithms they<01:10:21.200> use.
Keywords: 910, house, all