Video & Transcript Research : 'predictive models'
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MN
Transcript Highlights:
- So I do predict the number will go up, but we don't really right now have an idea of how much because
- Their model isn't a quick fix.
- >
in Rochester's model is grounded in Rochester's model is grounded in data-driven<00:43:30.480 - We are shifting from reactive truancy models to proactive family engagement.
- A draft state model discrepancies.
MN
Minnesota 2025-2026 Regular Session
House Housing Finance and Policy Committee 4/8/26
Housing Finance and Policy
Transcript Highlights:
- Predictable revenue would be transformational. Here are some examples of what it could do.
- The The transition and the outcomes<00:14:23.839>
are <00:14:23.920>predictable. - outcomes are predictable. outcomes are predictable.
- :36:41.880>
housing it is predictable, accountable housing it is predictable, accountable housing - >
needs <00:36:45.600>to finance model that Minnesota needs to finance model that Minnesota
Keywords:
housing, sales tax, homeownership, rent assistance, community stability, education, counseling, financial assistance, housing development, culturally appropriate services, HF1417, manufactured home parks, manufactured housing, mobile home parks, housing development fund, Minnesota Housing Finance Agency, MHFA, infrastructure grants, infrastructure loans, affordable housing
MN
Minnesota 2025-2026 Regular Session
House Health Finance and Policy Committee 3/17/25
Health Finance and Policy
Transcript Highlights:
- They're able to spread that risk over that pool of people and be able to predict pretty closely what
- <00:52:03.480>
pretty people and be able to predict pretty people and be able to predict pretty - The state uses an attachment point model, meaning that the program only subsidizes 80% of claims between
- benefits the state uses an attachment benefits the state uses an attachment point<00:56:45.520>
model - meaning that the program point model meaning that the program only<00:56:47.039>
subsidizes <00
Keywords:
health insurance, premium security plan, federal funding, state innovation waiver, Minnesota, newborn safety, anonymity, healthcare provider, safe place, child welfare, HF499, nursing, nurse licensure, temporary permit, temporary nursing permit, Board of Nursing, endorsement licensure, reregistration, refresher course, health occupations
US
US Federal 2025-2026 Regular Session
Hearings to examine the Freedom of Information Act, focusing on perspectives from public requesters. Apr 8th, 2025 at 09:15 am
Senate Judiciary
Transcript Highlights:
- You can, AI is effectively a predictive. model that can locate, well, if a number of search terms are
- Senator Kennedy has predicted my line of questioning.
FL
Transcript Highlights:
- It also models the effects of green infrastructure on the state’s coastal resilience.
- assists in the development of workforce training, including flood and sea level rise research, prediction
- Assists in the development of workforce training, including flood and sea level rise research, prediction
Summary:
The Senate Committee on Rules met with a quorum present and took up a series of bills, beginning with SB 108 on administrative procedures. That bill, as amended, would require agencies to review all rules on a five-year cycle, submit regulatory plans and annual reports, publish intended agency action within 90 days of new rulemaking authority, improve public access to incorporated materials, and streamline rule publication and correction procedures. After brief testimony from the Florida Bar’s Administrative Law Section and support from Americans for Prosperity and the James Madison Institute, the committee adopted two amendments and reported CS for SB 108 favorably.
The committee then approved several other measures, including the Senate veterans package (CS for CS for SB 116), which made technical changes and was supported by veterans and advocacy groups; SB 118 on presidential libraries, which preempts local barriers while preserving state and federal law and building codes; CS for SB 126 allowing mail distribution of prescription hearing aids after a Florida-licensed professional examination; CS for SB 150, “Trooper’s Law,” making it a third-degree felony to abandon restrained animals during declared disasters; SB 294 limiting collaborative pharmacy practice expansion for complex cardiac conditions; SM 314 urging Congress to increase Florida National Guard force structure; CS for SB 322 creating a nonjudicial process to remove unauthorized persons from commercial property; CS for SB 348 on ethics, addressing false military rank claims and delinquent ethics fines; SB 356 designating January 27 as Holocaust Remembrance Day; CS for SB 160 expanding CPA licensure pathways and clarifying administrative outsourcing; and CS for SB 50 promoting nature-based coastal resilience measures. Most of these bills received supportive testimony and were reported favorably.
The committee also considered and reported favorably the annual reviser bills SB 36, SB 38, SB 40, and SB 42, which adopt the 2025 Florida Statutes, conform statutory names, remove expired provisions, and clean up obsolete language and cross-references. Throughout the meeting, members asked questions on a few bills, but no roll-call votes were recorded as opposed; each measure was approved and reported favorably. At the end of the meeting, senators requested that a few missed affirmative votes be recorded, and the committee adjourned without objection.
CA
California 2025-2026 Regular Session
Assembly Housing and Community Development Committee Apr 30th, 2025
Transcript Highlights:
- And in some cases, I think that campuses are looking at kind of the mixed-use model as well, where they
- AB 595 is modeled on proven... They just need the inventory and affordability to meet them.
- AB 595 is modeled on proven federal tools like the low-income housing tax credit.
- AB 595 will be modeled on housing finance tools that already exist and can be adapted to the problem
- California's AFFH law is a national model that responded to the first Trump administration's rollback
Summary:
The Assembly Committee on Housing and Community Development heard a long agenda focused mainly on housing production, higher education facilities, homelessness, and permitting reform. Early items included AB 6, which would direct HCD to convene a working group on allowing three- to ten-unit “missing middle” housing to be built under the Residential Code rather than the Building Code; AB 48, a higher education bond proposal that would fund campus repairs, modernization, disaster recovery, and student/employee housing; and AB 76, which would clarify a Chula Vista university innovation district exemption so the project can include academic buildings and housing without conflicting with surplus land rules. Supporters emphasized affordability, cost savings, student housing needs, and access to education, while members raised questions about implementation, affordability requirements, and project scope. The committee later took votes on these items, with AB 6, AB 48, and AB 76 all moving forward on unanimous or near-unanimous votes to Appropriations.
Members also heard AB 595, which would create a state homeownership tax credit pilot to support affordable for-sale housing. The author and supporters argued that California’s homeownership rate is at historic lows and that the bill would help close racial wealth gaps by financing homes working families can buy. The committee approved AB 595 and sent it to Appropriations. The consent calendar, including several other housing-related bills, was also approved unanimously.
A major portion of the hearing was devoted to AB 1165, the California Housing Justice Act of 2025, which would require ongoing state investment and a financing plan to address homelessness and housing affordability. The author and witnesses described the scale of homelessness, the limits of one-time funding, and the need for sustained, accountable funding streams. After testimony from housing advocates and people with lived experience, the committee passed AB 1165 on a 10-0 vote to Appropriations.
Finally, the committee heard AB 609, a CEQA reform bill that would create a simplified exemption for qualifying infill housing projects in already developed areas. Supporters framed it as a targeted way to reduce delays and costs for housing near jobs and transit, while opponents from environmental justice, labor, and tribal groups warned it could reduce public participation, weaken protections for disadvantaged communities, and create consultation concerns for tribal cultural resources. The author said the bill would not change zoning or affordability tools and would continue to work with opponents on amendments. The bill was moved forward after extensive discussion, with members noting ongoing negotiations on tribal consultation and labor concerns.
WY
Wyoming 2026 Regular Session
Select Committee on School Finance Recalibration, January 22, 2026 - AM
Select Committee on School Finance Recalibration
ND
North Dakota 2025-2026 Regular Session
Energy Development and Transmission Committee Jun 2nd, 2026
Transcript Highlights:
- I did ask our staff, too, let's model a hypothetical scenario.
- Let's model a hypothetical scenario.
- These are examples of AI model hallucinations based on having bad data points training the models.
- These are examples of AI model hallucinations based on having bad data points training the models.
- , transmission modeling, looking at grid resiliency.
Summary:
The committee met in Grand Forks, approved the February 26 minutes by voice vote, and recessed for a tour of Minnkota Power Cooperative before hearing presentations on large energy consumers and related infrastructure issues. The first presentation, from the North Dakota Transmission Authority, focused on the need for better local decision-making tools for counties, townships, and planning and zoning boards facing major projects such as transmission lines, pipelines, data centers, wind, solar, and large-scale agriculture. The speaker urged more objective, data-driven analysis, noted that local officials often have limited time and resources, and said the state should support training and tools through groups like the League of Cities and the Association of Counties. Members asked about proactive outreach, data center ordinances, and how to avoid subsidizing large loads or causing reliability problems.
The Division of Air Quality then discussed environmental oversight of data centers, emphasizing that North Dakota’s air remains among the cleanest in the country and that the agency’s role is limited to air, water discharge, stormwater, and waste—not zoning or water use. The presentation explained that data centers generally have low direct emissions but may rely on diesel backup generators when the grid is unavailable, which creates air-quality concerns; the department said it is requiring air monitors at some projects to collect real-world data and guide future decisions. Members asked about generator emissions, misinformation, monitoring costs, and staffing succession, and the agency said permit applicants pay for the monitors while the state handles some QA work.
The Department of Water Resources followed with an overview of North Dakota water law and data center water use. The director explained the state’s prior-appropriation system, the public-interest review for permits, and the large overall water supply available from groundwater and the Missouri River. He said most proposed data centers use closed-loop cooling systems and generally request relatively small amounts of water compared with other uses such as power plants, irrigation, and oilfield operations, and that even a worst-case data center scenario would use only a tiny fraction of Missouri River flow. Questions focused on downstream impacts and comparisons to fracking water use, and the director said the state’s use is too small to materially affect downstream users.
Later, McLean County State’s Attorney Ladd-Erickson testified online about data center zoning and permitting. He asked the committee to have Legislative Council gather information on how other states handle data center permitting and to keep the topic on the interim agenda. He argued that local zoning should remain local, but said counties lack the technical and legal resources to manage complex reclamation or bonding requirements and that state-level enabling legislation may be more appropriate. He also recommended eliminating tax incentives for data centers. The committee chair said staff would prepare a document on other states’ zoning and permitting approaches. After a lunch recess, the committee reconvened at the EERC, where CEO Charles Gorecki gave an overview of the center’s 75 years of work and its role in oil and gas, carbon management, and other energy technologies, highlighting enhanced oil recovery and carbon dioxide utilization as major opportunities for future production and tax revenue.
NM
New Mexico 2025 Regular Session
IC - Legislative Education Study Oct 15th, 2025
Transcript Highlights:
- collaboration, and unwavering focus on student success have really positioned LCPS as a statewide model
- And that's the model that we've established here at LCPS.
- They asked me in advance if I could predict them, and I said no, that's the fun part.
- I would just say that as a model school, we get weaned off of the funding, but that doesn't mean That
- You heard about my continuous improvement model; that's a piece, right?
NH
New Hampshire 2026 Regular Session
House Education Policy and Administration (02/11/2026)
Education Policy and Administration
Transcript Highlights:
- predictable and schoolwide builds predictable and schoolwide systems<05:27:06.638>
that <05:27 - They're predictable. We can can rely on. They're predictable.
- It's a This is not a radical model.
- finally our state supports this model. finally our state supports this model.
- , of the staff in using the same model, of the staff in using the same model, the<05:58:05.680>
CA
California 2025-2026 Regular Session
Senate Budget and Fiscal Review Subcommittee No. 4 on State Administration and General Government May 21st, 2026
Transcript Highlights:
- It will allow staff to access approved large language models through a state-managed environment with
- By centralizing the infrastructure, configuration, security, governance, and ongoing model management
- By centralizing the infrastructure, configuration, security, governance, and ongoing model management
- Poppy doesn't always get the newest model right when they release it.
- We put the models in quarantine. Our engineers look at it.
Summary:
The subcommittee heard several May Revision proposals, primarily from the Department of Food and Agriculture, the Government Operations Agency, the Department of Technology, and the Franchise Tax Board. CDFA presented funding for the animal care program under Proposition 12, a transition away from the state hemp program to USDA oversight by January 1, 2028, ongoing support for agricultural statistics reporting after USDA reorganization, and trailer bill changes to the department’s indirect cost cap. The LAO generally supported the animal care, hemp transition, and statistics proposals, while also urging future review of the Prop 12 funding once litigation is resolved. The indirect-cost-cap language was described as technical and not increasing charges to programs, and it was held open with no objections from the LAO or Finance.
The committee also discussed the new federal Workforce Pell program and related Cradle to Career funding and trailer bill language. Finance said the state is still reviewing federal rules and is focusing on basic implementation steps, with the trailer bill assigning eligibility determinations to the California Student Aid Commission, requiring data sharing through Cradle to Career, and prioritizing public institutions first. The LAO urged caution because the federal rules were just finalized and said the Legislature should better define the process and costs before appropriating the $1.3 million requested for Cradle to Career. Members raised policy concerns about limiting the program to certain institutions and about aligning the proposal with pending legislation and broader workforce policy.
The Department of Technology presented a $1 million request for Poppy, the state’s digital assistant, to expand a secure GenAI platform for state employees. Members asked detailed questions about data security, model training, bias controls, and whether the system could eventually support local governments; CDT said the system uses state-controlled cloud infrastructure, does not use user data for training, and quarantines new models for review. CDT also sought provisional authority for the Middle Mile Broadband Initiative to cover possible operating shortfalls while the network is still being built; the LAO remained concerned about broad spending authority, and several members questioned the revenue assumptions and oversight. FTB then proposed retaining a smaller set of CalFile resources after the federal Direct File program was discontinued, with the LAO saying the reduced staffing level was broadly reasonable but still worth legislative scrutiny. The committee also began hearing the administration’s revenue proposals, including a permanent limitation on business tax credits and a tax on electronically delivered prewritten software, with the LAO generally supporting the goal of raising ongoing revenue but recommending changes to the software proposal’s exemptions and business-use treatment.
TX
Transcript Highlights:
- It's also much more predictable when you derive colors from fruits and vegetables.
- HB 3099 corrects that over. tightens the lines of funding model with the original legislative intent.
- In 2021, the legislature passed new funding model for adult high schools.
- It's really restoring the model to its original intent.
- That is a core component of the funding model.
Bills:
HB367, HB497, HB549, HB983, HB 1188, HB 1290, HB1368, HB2243, HB2310, HB2849, HB3099, HB3546, HB3629, HB3627
Keywords:
education, absences, severe illness, life-threatening, school policy, verification, healthcare, insurance, affordability, coverage, patient rights, school health, respiratory distress, airway clearance devices, medication training, public health, HB 983, Texas Education Agency, TEA, educator privacy
TX
Transcript Highlights:
- Unfortunately, the application of both the model subdivision rules and plat exemptions within statutes
- By model subdivision rules, which were aimed at colonias and basically illegal or improper development
- And because they applied the model subdivision rules first, not under Chapter 232, the model subdivision
- It's very difficult to predict the timeline of when you're going to get your permits.
- We've seen this model work well in cities like El Paso and Taylor; it's time to expand those efficiencies
Keywords:
county platting, subdivision platting, Local Government Code Chapter 232, Section 232.022, Section 232.0014, model subdivision rules, Water Code Section 16.343, Texas county subdivision law, residential subdivision, land conveyance, gift deed, family transfer, consanguinity, affinity, third degree relative, five acres or less, county land use, platting exemption, rural land division, property subdivision
CA
California 2025-2026 Regular Session
Assembly Emergency Management Committee Jul 14th, 2025
Emergency Management
Transcript Highlights:
- Catastrophe models predict the future. losses of natural disasters and are often used as benchmarks to
- To reach the goal of improving wildfire safety, the model unites two critical strategies, building a
- publicly-funded model. accessible model alongside outreach initiatives to identify and educate users
- of the model.
- Wildfire models can be critical to building safer community keys.
NM
New Mexico 2026 Regular Session
House - Appropriations and Finance Jan 13th, 2026 at 09:32 am
House Appropriations & Finance
Transcript Highlights:
- That's our business model. I mean, that's what we do at Expo New Mexico.
- have suffered some tragedies in the development of their vehicle, and it's taken longer than they predicted
- or anybody else predicted.
- So it's pretty hard... ...to predict the developments.
- So their business model is a little bit different.
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Telecommunications, Utilities and Energy Jun 21st, 2026 at 01:00 pm
Joint Committee on Telecommunications, Utilities and Energy
Transcript Highlights:
- But what we've demonstrated as a gateway city is that we have a model approach to advancing our climate
- However, utilities get profit from capital expenditures, so overbuilding is their core business model
- Modeled on the energy efficiency advisory council and the grid modernization advisory council, this new
- Recent modeling by DOER... ...on the grid would be negligible.
- Recent modeling by DOER shows that new construction using heat pumps and that meets the stretch code
Summary:
The hearing focused on several climate and utility-related bills, especially H. 3449/S. 2292 to expand the municipal fossil fuel-free building demonstration program from 10 to 20 communities and related home rule petitions for Somerville and other municipalities. Witnesses from Somerville, Salem, Worcester, Cambridge, Newton, Arlington, Wellesley, Watertown, and the Massachusetts Municipal Association argued that local governments should be allowed to opt into fossil fuel-free or net-zero building standards, citing climate goals, environmental justice concerns, housing production, and data showing all-electric construction can cost about the same as or less than mixed-fuel construction. Committee members repeatedly pressed witnesses for cost data and asked for written follow-up, while also discussing whether strong environmental standards affect housing supply; witnesses responded that the main housing constraints are financing and that they would provide more data from local projects and state studies.
A second major topic was H. 3564, which would require gas companies to provide municipalities with detailed multi-year pipe replacement plans, allow local review and objections, and limit reimbursement for projects not previously disclosed except in emergencies. Municipal leaders and advocates said the bill would improve coordination of street work, reduce disruption and costs, and help cities plan for electrification, network geothermal, and non-pipeline alternatives. Testimony from Wellesley, Cambridge, Arlington, Newton, and others emphasized repeated problems with last-minute gas main work, the need for advance notice, and the value of municipal participation in planning gas system retirement and alternatives.
The committee also heard testimony on the “tactical transition” bills, S. 2249/H. 3539, aimed at managing the gas-to-clean-energy transition. Supporters from Gas Transition Allies, Rewiring America, and 350 Mass said the bills would require joint gas-electric planning, create an advisory council, eliminate subsidies for new gas hookups, shift investment toward repairs and clean alternatives, protect workers through retraining, and make utility plans more transparent. They argued these changes would reduce ratepayer costs, avoid stranded gas assets, and support orderly decarbonization. In addition, HEET testified on H. 3541, which would update greenhouse gas accounting to better reflect methane’s short-term climate impact, and H. 3543, which would establish a framework for managing shared thermal resources and thermal energy networks; committee members asked several questions about the meaning, ownership, and consumer-cost implications of the proposed “thermal commons.” No votes were taken during the hearing.
NH
New Hampshire 2026 Regular Session
Governor's Capital Budget Hearing (06/16/2026)
Transcript Highlights:
- . >> Apparently I'm predictable.
- So there are different models for prisons. There's a campus model, there's a vertical model.
- AI in a manner that causes data we should not be sharing to go into other people's large language models
- There are different models, but that is the model that we use. This That is the model that we use.
- These are updated These are updated models that are equipped with safety brakes that enhance safety and
CA
California 2025-2026 Regular Session
Assembly Military and Veterans Affairs Committee Mar 25th, 2025
Transcript Highlights:
- It's fair to predict that, given what has happened already at the VA in the last two months, this need
- And in these unprecedented times, it's hard to predict exactly how these cuts to staff and funding will
- So, yeah, the associate clinician model definitely allows for that constant stream of clinicians to be
- So, so yeah, the associate clinician model definitely allows for that constant stream of clinicians to
- We hope this becomes a model nationally.
Summary:
The Assembly Committee on Military and Veteran Affairs held an informational hearing focused on the effects of federal budget cuts and policy changes on veterans, military readiness, and California’s veteran support systems. The chair and members emphasized that federal reductions to the VA, Medicaid/Medi-Cal, SNAP, and the federal workforce are disproportionately harming veterans by threatening health care, employment, housing, crisis lines, and suicide prevention services. The chair also highlighted California’s progress on veteran homelessness and the importance of preserving state programs that leverage federal dollars.
Major General Matthew Beavers of the California Military Department described the department’s structure, its response to the Los Angeles fire emergency, and concerns that federal cuts could reduce readiness through less training, older equipment, and fewer resources. He also discussed state programs such as Work for Warriors, STARBASE, youth and community schools, and the counterdrug task force, saying they are valuable but vulnerable if funding is redirected away from readiness. Members asked about the impact of federal changes on the Guard and how the Legislature could help, and Beavers said the state should advocate for recapitalized equipment and continued support for key programs.
A second panel focused on veterans’ benefits and claims support. CalVet, Los Angeles County, and Swords to Plowshares testified that county veteran service officers, legal aid, and community-based partnerships are essential to helping veterans access VA benefits, especially after the PACT Act expanded eligibility and increased claims volume. Witnesses said these services bring substantial federal dollars back to California, but county offices and legal providers are underfunded and overburdened. Members discussed data sharing, staffing shortages, and the need for more resources to reach veterans who are not connected to VA care.
In the final panel on mental health and suicide prevention, CalVet and nonprofit providers described state-funded programs such as the Veterans Support Self-Reliance program and the California Veterans Health Initiative, which place services in permanent supportive housing and provide no-cost counseling statewide. Witnesses said these programs are showing measurable improvements in health, medication adherence, and emergency room use, but they depend on sustained funding and are vulnerable to step-down grants and federal instability. Committee members expressed support for the programs and raised questions about access, staffing, and the role of non-veteran family members in Vet Center services.
MN
Transcript Highlights:
- and why a 50% gross revenues tax model and why a 50% gross revenues tax would<00:35:34.240>
be - <00:52:22.079>
for <00:52:22.240>the important legislative model for the important - So it doesn't predict either um either way um of uh about uh uh who comes to Minnesota and who leaves
- I don't think it does, the hits model.
- So it doesn't predict<01:31:05.679>
either <01:31:07.040>um <01:31:07.280>either
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Education Jun 21st, 2026 at 01:00 pm
Joint Committee on Education
Transcript Highlights:
- many other states like Utah, New York, Georgia, and so forth, will lead on data privacy training, model
- These bills recognize that our current funding model is outdated and unsustainable.
- These bills recognize that our current funding model is outdated and unsustainable.
- These bills recognize that our current funding model is outdated and unsustainable.
- , but with the current formula, it's impossible to predict.
Summary:
The Joint Committee on Education opened a hybrid public hearing on a large slate of bills related to school buildings, school finance, technology, data privacy, safety, and related education issues. Chairs Jason Lewis and Ken Gordon outlined procedures for the hearing, including two-minute testimony limits and the plan to group similar bills together. Several bills drew no testimony and were closed without further discussion, while others drew extensive testimony from legislators, school officials, parents, advocates, and educators.
A major theme was school safety and student well-being. Lori Al-Hadeth testified in support of bills on alert systems in public schools, describing the loss of her daughter in the Parkland shooting and urging adoption of Alyssa’s Law-style panic alert technology. Representative Gallagher and disability advocates also supported a bill authorizing, but not requiring, airway clearance devices in schools, arguing they could save lives in choking emergencies and provide an option for people who cannot use the Heimlich maneuver. Another bill on reducing cafeteria waste drew support from a legislator and a Lexington sustainability official, who said installing dishwashers during construction would reduce waste and long-term costs.
Much of the hearing focused on Chapter 70 school funding and the inflation cap. Senator Pavel Payano, Senator Sal DiDomenico, Representative Senna, and multiple local officials and school committee members from Bridgewater, Chelsea, Groton-Dunstable, and other districts argued that the 4.5% cap on inflation adjustments has left schools underfunded during years of high inflation, forcing layoffs, larger class sizes, and cuts to programs and student supports. They urged bills to eliminate the cap, restore lost funding, increase the Commonwealth’s share of the foundation budget, or create commissions to study reforms. Testimony also highlighted the impact on special education, English learners, and low-income students, with Chelsea witnesses saying the cap has cost their district about $7 million annually.
School construction and MSBA reform were the other major topic. AIA Massachusetts, Boston Public Schools, Lynn officials, and AFT Massachusetts described aging facilities, overcrowding, deferred maintenance, and the difficulty of financing new schools under current reimbursement rules. Boston officials said the district has many pre-World War II buildings and has only built a handful of new schools in decades, while Lynn leaders said reimbursement rates have fallen well below the statutory 80% because of caps and ineligible costs. Witnesses urged modernization of the MSBA program, higher reimbursement rates, and more resources for school construction. The committee also heard support for a bill to study the adequacy and equity of the school building program, and chairs indicated some bills would be closed after no one signed up to testify.