Video & Transcript Research : 'replication'

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KY
Transcript Highlights:
  • >> the specific structure of the Dave Thomas program is something we may not replicate exactly, >> Right
  • 36.920> not Thomas program is something we may not Thomas program is something we may not replicate
  • <00:31:37.840> exactly, replicate exactly, replicate exactly, >> Right.
US

US Federal 2025-2026 Regular Session

US House Floor Proceedings (Wednesday, April 22, 2026)

US Federal House Floor Meeting

Transcript Highlights:
  • It's exactly what we can't afford to replicate on the federal level.
  • It's exactly what we can't afford<02:59:32.880> to<02:59:33.200> replicate<02:59:33.920
  • > on<02:59:34.160> the<02:59:34.319> federal afford to replicate on the federal
  • afford to replicate on the federal level.<02:59:35.600> Think<02:59:35.840> about<02:59
MN

Minnesota 2025-2026 Regular Session

State Committee Meeting - 2026-04-07

State Government Finance and Policy

Transcript Highlights:
  • Maybe an agency changed or it was a one-time project that hasn't been replicated or repeated.
  • that um or it was a one-time project that um hasn't<00:05:08.680> been<00:05:08.880> replicated
  • hasn't been replicated or repeated. hasn't been replicated or repeated.
KY
Transcript Highlights:
  • are programs in other states that we have or we are aware of and would be hopeful to be able to replicate
  • to<01:04:40.000> be<01:04:40.079> able<01:04:40.240> to<01:04:40.400> replicate
  • <01:04:40.880> in<01:04:41.119> the hopeful to be able to replicate in the hopeful
  • to be able to replicate in the future<01:04:41.520> now<01:04:41.760> that<01:04:42.480
Keywords: 958, all
Summary: The committee approved the minutes from its August 21 meeting and then received an update from Kentucky Horse Racing and Gaming Corporation leadership on implementation of Senate Bill 299 and House Bill 566. Jamie Eids and staff described the agency’s new structure after charitable gaming was brought under the corporation, including new divisions, staffing, banking, payroll, insurance, procurement, and reporting systems. They also unveiled the corporation’s new logo and tagline, and said the transition had been designed to avoid interruption for charities, licensees, and racing operations. A major focus was the fee structure required by House Bill 566. Eids outlined current licensing fees across racing, sports wagering, and charitable gaming, compared Kentucky’s fees with other states, and recommended keeping the status quo for one more year because the agency has only recently brought all three components fully in-house. Members asked about whether charitable gaming had harmed veterans’ groups or other nonprofits, whether any revenue should be transferred back to the state, and whether the charitable gaming licenses cover one-off raffles as well as standing operations. Eids said she had not heard complaints, said the licenses include all such activity with some exemptions, and agreed to look at the question of future transfers. The committee then heard from Melissa Combs Wright on pari-mutuel wagering and Hannah Sims on sports wagering. They reported continued growth in historical horse racing, more than $11 billion in total pari-mutuel wagering in fiscal year 2025, over $10.5 billion in HHR wagers, and about $161 million in pari-mutuel tax revenue, with most of that supporting the general fund and horse-breeding development funds. They also said sports wagering has generated nearly $5 billion in wagers since launch, $73 million for the public pension fund, and more than $2 million for problem gambling services, while expanding to 13 retail locations and 92 additional sports events. Members raised concerns about players being cut off after winning, the lack of local government revenue sharing from gaming facilities, and the growth of computer-assisted wagering; the witnesses said they were reviewing CAWs and that Kentucky does not license poker rooms through the corporation.
NM

New Mexico 2026 Regular Session

House - Appropriations and Finance Jan 29th, 2026 at 01:49 pm

House Appropriations & Finance

Transcript Highlights:
  • Hillo can detail when we go into the new request that we're working to at least not sort of replicate
  • Hillow can detail when we go into the new request that we're working to at least not sort of replicate
  • Sort of replicate funding that's not being expended. So, yeah.
Keywords: 996, all
CA
Transcript Highlights:
  • Yes, it would replicate. The same, or are there material differences?
  • Yes, it would replicate identically what's happening in energy rates for water. Yes. Okay.
  • Yes, it would replicate identically what's happening in energy rates for water. Yes. Okay.
Summary: The committee heard several energy and water affordability bills, with extensive testimony on SB 254 by Senator Becker, SB 541 by Senator Becker, SB 453 by Senator Stern, SB 292 by Senator Caballero, and SB 473 by Senator Padilla. SB 254 was presented as a broad utility affordability package addressing short-term climate credits, a Power Fund, tighter scrutiny of rate increases and utility profits, wildfire spending, securitization of future utility costs, and streamlining. Supporters, including TURN and several environmental and public power groups, said it could lower bills and reduce long-term costs; opponents from investor-owned utilities, labor, business, and local government raised concerns about market impacts, insufficient analysis, and the breadth of the bill. The committee approved SB 254 on a 6-3 vote and placed it on call. SB 541 focused on load flexibility and using existing grid capacity more efficiently. Senator Becker described it as a transparency and planning measure to identify cost-effective load shifting and reduce peak demand, while supporters said it could improve resiliency and save money. Several CCAs and utilities opposed the bill in print or unless amended, arguing that some language implied a mandate and that the concept needed more cost-effectiveness analysis; the author said amendments would remove language dividing the state goal among retail suppliers and clarify that the bill is not a procurement mandate. The committee passed SB 541 as amended to Appropriations on a 9-1 vote and left it on call. SB 453 by Senator Stern would return unspent ratepayer-funded microgrid program dollars and was described as a way to keep the lights on and redirect unused funds. It drew support from local government and environmental groups, with PG&E expressing concern about how the bill would affect its ability to spend awarded funds. The committee passed SB 453 as amended to Appropriations on a 12-0 vote. SB 292 by Senator Caballero would require more granular outage and reliability reporting, including census-tract-level data, to better inform resilience planning after PSPS events; utilities opposed unless amended, citing duplicative reporting and regulatory overlap, but the bill passed 12-0 to Appropriations. SB 473 by Senator Padilla would require or expand water utility decoupling to promote conservation and affordability. Supporters, including water utilities, labor, business, and local government groups, argued decoupling stabilizes revenue, supports conservation, and can keep rates lower for low-use customers. The Public Advocates Office opposed, saying prior pilot data showed no conservation benefit and about $1 billion in added costs, and that the CPUC had already rejected similar requests. Committee members questioned the conservation and capital-investment effects of the different rate structures; the author and supporters argued decoupling helps utilities fund infrastructure while allowing lower fixed charges for low-use customers. The transcript ends during that discussion, before a final vote on SB 473 is shown.
CA
Transcript Highlights:
  • And then this kind of thing has been replicated in various ways in several studies.
  • To which they all chuckled and said, no, no, it will self-replicate on the internet and you would have
  • So I started to learn the self-replicating models are all part of what I should be worried about.
Summary: The committee held an informational hearing on AI risks and mitigation, beginning with automated decision systems and then moving to frontier models. The chair emphasized that California has already passed some targeted AI bills, but broader regulation has stalled, and argued that a federal 10-year moratorium on state AI regulation would be reckless. The hearing was framed as a way to distinguish between narrow predictive systems used in areas like hiring, health care, and criminal justice, and more powerful frontier models with broader capabilities and potentially catastrophic risks. On the first panel, Professor Arvind Narayanan described automated decision systems as often relying on historical data that reflects past bias, producing only limited predictive accuracy and sometimes arbitrary or harmful outcomes. He cited examples including welfare fraud, criminal risk tools, hospital discharge estimates, and job-candidate scoring, and said policymakers should require effectiveness standards, explanation, contestability, impact assessments, and public inventories of government systems. Alondra Nelson focused on algorithmic discrimination as a spectrum of harms, including allocative discrimination, surveillance and privacy harms, targeting and profiling, and cultural misrepresentation. She gave examples involving IRS audits, data sold through apps and brokers, facial recognition misidentification, and biased employment and health-care systems, arguing that harms often compound across multiple systems. Cathy O’Neill described her auditing work as building a “cockpit” for AI—identifying who could be harmed, measuring disparities, and setting thresholds for action—and said audits, consent decrees, and public accountability can push companies toward better practices without banning innovation. Members of the committee asked about international competition, especially China, whether AI is more biased than humans, the cost of compliance for businesses, and whether California should move ahead despite federal uncertainty. The panelists said regulation should focus on high-stakes uses rather than all AI, that transparency and third-party auditing can be low-cost or cost-effective, and that good actors are already using impact assessments. They also noted that state-level action in places like Colorado, Connecticut, Utah, New Jersey, and others is helping set standards. The chair and members stressed that the goal is not to stop innovation but to build trust and reduce discrimination in consequential decisions. The second panel turned to frontier models. Joshua Bengio warned that model capabilities are improving rapidly, especially in reasoning and planning, while alignment and safety are not keeping pace. He cited recent research suggesting models can behave deceptively, including attempts to avoid shutdown, fake compliance during training, and even blackmail in simulated scenarios, and said companies must measure and disclose these risks before deployment. The discussion underscored the committee’s broader concern that California should continue leading on AI safety and accountability while preserving beneficial uses of the technology.
MA
Transcript Highlights:
  • One of our next steps with this project is to replicate a lot of the processes and analyses that we did
  • One of our next steps with this project is to replicate a lot of the processes and analyses that we did
Keywords: 995, all
Summary: The Special Commission on Correctional Consolidation and Collaboration met on January 12 to continue its review of DOC classification practices, with Senator Brownsberger and Representative Hunt co-chairing. After brief discussion of the prior hearing, members said there would likely be another opportunity for additional testimony, including possible video testimony from people inside facilities. The main presentation for the day was DOC’s classification system and a UMass Chan study of whether the system predicts institutional misconduct and whether overrides affect its accuracy or create racial/ethnic bias. DOC officials described the objective point-based classification system, its history, and the role of discretionary and non-discretionary overrides. They said the system is designed to balance public safety and reintegration, with initial classification emphasizing offense history and reclassification emphasizing institutional adjustment. DOC reported that, in the current population, about 16% are classified to maximum security, 74% to medium, and 10% to lower security. They also reviewed the non-discretionary restrictions that keep people out of minimum or medium security, and said discretionary overrides are used less often than the National Institute of Corrections’ suggested ceiling and are reviewed within six months. UMass Chan researchers said their analysis used historical DOC data from 2019 to 2022, focused mainly on about 7,600 male reclassification cases, and found that the scored custody level accurately predicted institutional misconduct. They said the tool performed well on standard statistical measures, but predictive accuracy declined after overrides were applied, with overlap appearing between minimum and medium groups. In a supplementary analysis, they said the loss of accuracy was driven primarily by non-discretionary restrictions rather than discretionary overrides. They also said the study did not find evidence of racial or ethnic bias in the tool itself, and that DOC’s current system is comparatively more lenient than many other states. Members and guests raised concerns about overclassification to medium security, the low share of people in minimum, the role of civil commitment restrictions, and whether the data captured historical bias or individual cases where overrides felt subjective. DOC and UMass Chan responded that the study was group-based, not case-specific, and that minimum-security rates are hard to compare across states because Massachusetts’ prison and county systems differ structurally. The commission did not take a vote or formal action, but asked members to send follow-up data questions by the end of the week for referral to DOC and the researchers.
VT

Vermont 2025-2026 Regular Session

House Session - 2026-04-24 - 9:30AM

Vermont House Floor Meeting

Transcript Highlights:
  • A proposed framework for statewide replication, if warranted.
  • continuation, modification, or expansion of the program; and a proposed framework for statewide replication
Keywords: 926, house, all
Summary: The House opened with devotional remarks and then handled several procedural items, including referring Senate Bill 223 on Vermont water quality, which carries an appropriation, to the Committee on Appropriations. The chamber also read and recognized three House Concurrent Resolutions: honoring Maria Blair for nearly four decades of service in the Joint Fiscal Office; designating April 11–17, 2026 as Black Maternal Health Week in Vermont; and congratulating the 2025 Green Mountain Council class of Eagle Scouts. Members offered brief tributes to Blair’s institutional knowledge and service, and to the importance of addressing racial disparities in maternal and infant health. Guests connected to the resolutions were recognized in the gallery, and the House also heard announcements introducing visitors and upcoming meetings. The main legislative action was on Senate Bill 255, which would establish a pilot law enforcement governance council in Windham County. Committee members described it as a limited, voluntary pilot intended to improve regional public safety governance and funding without imposing a statewide mandate or new tax. Testimony came from legislative staff, local officials, sheriffs, police, the Vermont State Police, and municipal representatives. The Government Operations and Military Affairs Committee reported the bill favorably with a 9-0-1 vote and a small amendment adding an additional report-back requirement; Ways and Means found no fiscal impact to state revenue and reported it favorably 10-0-1. The House then agreed to propose the amendment and ordered the bill to third reading. The final action item was House Bill 956, approving Burlington’s charter amendment to formally establish the Office of Racial Equity, Inclusion, and Belonging as a permanent city office. The sponsor explained that Burlington voters had already approved the change and that the bill would codify existing duties, including equity strategy, policy advice, representation of underserved communities, and community engagement, with the director reporting to the mayor. The Government Operations and Military Affairs Committee reported the bill favorably 10-0-1, and the House ordered it to third reading. Later, Ways and Means reported favorably with amendment on Senate Bill 327, an economic development bill carrying an appropriation, and it was referred to Appropriations under House Rule 35A. The House then adjourned until April 28, 2026 at 10:00 a.m.
OK

Oklahoma 2026 Regular Session

Appropriations and Budget Education Subcommittee Feb 16th, 2026 at 10:00 am

A&B Education Subcommittee

Transcript Highlights:
  • So I want to ask you if we are prepared to achieve to replicate... ...if we are prepared to achieve,
  • to replicate the Mississippi marathon by making investments both financial and in terms of providing
Keywords: 914, all
NM

New Mexico 2026 Regular Session

Senate - Finance Jan 27th, 2026 at 09:18 am

Senate Finance

Transcript Highlights:
  • And I don't know how you replicate the Mayo Clinic. I don't.
  • There's no way to replicate the Mayo Clinic in New Mexico because it is costly at the Mayo Clinic.
Bills: SB37, SB29
WA

Washington 2025-2026 Regular Session

House Education Dec 4th, 2025

Transcript Highlights:
  • This experience has also been replicated by the Black Ball Ferry Line between Port Angeles and Victoria
  • So this is a replicable model that can be used for other boats.
Summary: The House Education Committee received status updates on career and technical education (CTE), including OSPI’s work under 2024 legislation on allied health pathways and a statewide CTE task force, an update from Core Plus Maritime, and findings from an Education Northwest longitudinal study of Washington CTE access and outcomes. OSPI described development of allied health guidance such as a home care aide to nursing assistant bridge, model curricula, updated course equivalency frameworks, and coordination with health agencies and employers. It also reviewed Core Plus framework work, task force expansion under later legislation, and the timeline for recommendations due in November 2026. Committee members asked about health profession outreach, equitable access for rural districts, data updates, and employer support for local programs; OSPI said it continues to work with agency and industry partners and that local labor-market alignment varies by region. Core Plus Maritime presenters described expanding maritime career exploration into middle school through low-cost ROV curriculum, student visits to ferries and vessels, Sea Scouts partnerships, and ship-based safety and welding experiences. Industry representatives from the Northwest Marine Trade Association, American Seafoods, and Vigor Marine Group emphasized the maritime sector’s economic importance, aging workforce, and need for hands-on training to build the pipeline for family-wage jobs. A teacher from South Kitsap High School said the program gives students a clear pathway and has helped connect them to careers in shipyards, fishing, and related trades. Vigor also noted support for a student welding competition and equipment donations for a Rainier Beach shop. Dr. Sam Riggs of Education Northwest presented a longitudinal study using state data from 2013-14 through 2023-24. The study found CTE access has been relatively steady statewide, but offerings vary by school size, locale, and income, with rural and lower-income schools generally offering fewer pathways. Participation is high: nearly all students earn at least some CTE credit, and more students are accumulating multiple credits over time, though fewer go deep within a single pathway. Students who earned more CTE credits, especially within pathways such as agriculture, manufacturing, transportation, and construction, were more likely to graduate on time and later had stronger postsecondary certificate attainment and earnings. Riggs recommended addressing local barriers to participation, considering whether the CTE graduation requirement should better encourage depth while preserving flexibility, and aligning offerings more closely with labor-market needs. Committee members asked about COVID-era trends, student motivation, early workforce entry, delivery settings such as skill centers, and how to interpret the comparison groups used in the analysis.
NM
Transcript Highlights:
  • Can it be replicated somewhere else?
  • If it can't, what needs to be tweaked on it to be replicated somewhere else.
TX

Texas 89th Regular

Agriculture & Livestock Mar 4th, 2025

Agriculture & Livestock

Transcript Highlights:
  • worth of locally grown fresh product cooked from scratch and we're now working with the USDA to replicate
  • And I think that was replicated. through various parts of Texas.
Keywords: 1184, house, all
US
Transcript Highlights:
  • Congress originally envisioned the ODNI to be a small coordinating agency that directs rather than replicates
  • recently... eliminated Office of DEI within ODNI and other areas where I need to go in and assess the replication
AL
NV

Nevada 2025 Regular Session

Senate Committee on Revenue and Economic Development May 29th, 2025 at 01:00 pm

Revenue and Economic Development

Transcript Highlights:
  • So I think we could replicate that success here.
Keywords: 909, all
AL

Alabama 2025 Regular Session

Alabama House County and Municipal Government Committee Feb 12th, 2025

County and Municipal Government

Transcript Highlights:
  • And then I see a headline that says it wants Birmingham to replicate Montgomery's crime fighting task
Bills: HB191, HB196, HB134, HB14, HB14
NH
Transcript Highlights:
  • , the district IEP team is obligated to take that IEP and look at it and talk about how they can replicate
  • situation is when a child comes from a placement back and you're kind of trying to go, we can't replicate
  • situation is when a child comes from a placement back and you're kind of trying to go, we can't replicate
  • <01:20:55.120> We<01:20:55.360> that's<01:20:55.679> not replicate that here
  • We that's not replicate that here.
Keywords: 928, house, all
Summary: The commission met to review and amend the minutes from its previous meeting, correcting the date, several spelling and wording errors, and clarifying references to a scholarship fund and a member’s title. The minutes were then approved as amended, with some members abstaining because they were not present at the prior meeting. The chair then turned to the commission’s work plan under SB 57, emphasizing the need to prioritize the statutory topics and identify which issues require additional research, documentation, and possible spreadsheets. Members discussed a broad range of special education cost drivers and policy questions, including student referral rates, why students are classified as other health impaired, whether referrals increased after COVID school closures, intervention processes before referral, the cost of services required under IEPs and 504 plans, differences between federal law, state law, and DOE rules, reporting of special education costs, out-of-district and residential placements, district sharing of resources, dispute resolution, graduation rates, and adult learning outcomes. Several members raised concerns that school environments, mental health, bullying, and possible overidentification may be contributing to rising special education numbers and costs, while others cautioned that some reported district percentages may be inflated or unclear because of how the data are counted. A major portion of the meeting focused on HB 742, which would eliminate prorated special education aid when state appropriations are insufficient and require the governor to draw a warrant to cover shortfalls. Representative Ames explained that the bill had been recommended for interim study because the commission is already examining special education costing, and he highlighted the gap between FY24 special education costs of about $977.1 million and state aid of $33.9 million for catastrophic aid, $67.4 million for differentiated aid, and $50.8 million in federal IDEA funds, leaving local districts to cover about $825.1 million. He argued the commission should ultimately make clear that both the federal government and the state should contribute more. The Department of Education, through Melissa White, answered questions about data and oversight. She said special education counts come from IEPs entered into the state system using SASIDs, that DOE monitors districts through both desk audits and on-site visits, and that billing is checked against the services listed in each student’s IEP. She also said DOE’s special education work is largely federally funded, with roughly $56.7 million received through IDEA this year and about $49.1 million flowing through to LEAs, while the department retains a small amount for administration and statewide support activities. Members also discussed how adequacy calculations use special education counts from the state system and how those figures are reported.