Video & Transcript Research : 'predictive models'
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MN
Transcript Highlights:
- <00:09:36.440>
the the gender mix is pretty predictable the the gender mix is pretty predictable - Pel for your expertise in creating this model.
- <00:59:26.200>
policy kids exelan Ed has a model policy kids exelan Ed has a model policy - Minnesota should follow a federal model Minnesota should follow a federal model and<01:43:21.440
- The model is not radical; it's necessary.
FL
Florida 2026 Regular Session
Appropriations Committee on Higher Education Mar 11th, 2025
Appropriations Committee on Higher Education
Transcript Highlights:
- The disadvantages of the model we've heard.
- The big one, as we look at the funding models, and we are really seriously addressing funding models:
- How would you devise a funding model?
- But I do believe predictability is something that definitely needs to be addressed inside the model.
- Carnegie just updated their classification model.
Summary:
The committee held an informational hearing on higher education funding, focusing on how Florida’s university system should be financed and whether a new funding model is needed. University system financial officers and Chancellor Ray Rodriguez discussed major cost drivers, including wages and benefits, utilities, maintenance, financial aid, research, and the effects of geography, institutional mission, and student mix. UF highlighted the cost of research and graduate programs; UCF and FAU pointed to growth, location, and cost of living; FAMU emphasized recruiting top-tier talent while relying on other revenue sources; and UNF noted the challenges of growth and long-term planning. Members also discussed the role of internal controls and audits in addressing excessive spending and questioned whether out-of-state tuition should be adjusted to help offset costs.
On revenue sources beyond state appropriations and tuition, the panel described auxiliaries, restricted funds, capital projects, and component units such as foundations and health systems. Several universities noted that some revenues are restricted to specific purposes and cannot be used for general operations. FAMU explained that a large share of its capital project funding reflected active campus construction, while UF said its component-unit revenue is largely tied to UF Health. The Chancellor emphasized that the system’s low tuition and strong state support are central to Florida’s national standing, but also noted that some auxiliary revenues are pledged to debt and must be managed carefully.
When discussing the current funding process, witnesses praised Florida’s performance-based funding model for aligning incentives with student success, transparency, and accountability. They also raised concerns about non-recurring appropriations, rising employee benefit costs, unfunded mandates, deferred maintenance, and the difficulty of multi-year planning. Suggestions for improvement included more recurring funding, better coverage of mandated costs, greater flexibility in fee-setting, and possible weighting for mission, geography, and institutional type. The Chancellor said the Board of Governors is considering a “version 3.0” of performance-based funding that would benchmark institutions against peers and Carnegie classifications, but any changes would require legislative action. On out-of-state tuition, most universities said they would prefer local board flexibility, while the Chancellor cautioned that increasing out-of-state enrollment or fees could affect future state support and should be balanced carefully.
NM
Transcript Highlights:
- I've also studied what's referred to as the Missouri model and learned that New Mexico began to implement
- this model under the Richardson administration and called it Cambayard.
- this model under the Richardson administration and called it Cambayard. ...to implement this model under
- I think it's important to note that the Missouri model is based on high-intensity therapy provided for
- We cannot predict how children will grow and mature over time.
Keywords:
sexual crimes, statute of limitations, criminal justice, victim rights, child abuse, procurement, contracting, small business, local government, disaster recovery, emergency procurement, certification, public spending, juvenile justice, delinquency, rehabilitation, community corrections, risk assessment, public safety, health regulations
AL
Transcript Highlights:
- Um, this bill was modeled after other agencies' language.
- They provide consumers with a predictable, high-quality repair experience.
- Well, I think some of this would, I mean, it's about a business model.
- It's about the model of that business too.
- So I was just kind of curious as to what that was, if there was a standard business model you need.
Keywords:
Morgan County, judge of probate, legal qualifications, equity jurisdiction, constitutional amendment, campaign finance, electronic notifications, civil penalties, Fair Campaign Practices Act, Secretary of State, sex offenders, treatment programs, electronic media, post office box restrictions, Class C felony, parole, probation, human cloning, criminal penalties, embryo
MD
Transcript Highlights:
- That is not predictability. Wind today. No, no, no, no.
- That's not predictability.
- No, no, no, predictability. Wind today.
- That's<00:07:28.479>
not <00:07:28.639>predictability. - That drives That's not predictability.
Summary:
The House convened with 117 members present, then 123 after a quorum call, and proceeded through routine introductions and referrals, including introductory House bills 959 through 1018, House Joint Resolution 8, House Simple Resolution 1, several Senate bills, and bond initiatives referred to Appropriations. The main floor item was House Bill 1, concerning investor-owned electric and gas utility cost recovery limitations, which was on third reading and final passage.
Debate on HB 1 focused on whether the bill would meaningfully lower utility bills and whether it was necessary given existing Public Service Commission authority. Supporters argued the bill would prevent ratepayers from bearing the cost of executive bonuses and other compensation above $250,000, saying utilities can still pay those costs from shareholder profits and that the measure would save money for customers, even if only modestly. Opponents argued the PSC already has authority to review executive compensation, warned the bill could be largely symbolic or misleading, and said it might encourage utilities to shift bonuses into base salaries or harm recruitment and service quality. Several members also argued the bill did not address other drivers of high bills, such as riders and program costs, and one member said the General Assembly itself was responsible for rising energy costs.
No final vote on HB 1 was shown in the transcript excerpt, but members on both sides stated their intended positions, with supporters urging a yes vote and opponents indicating they would vote no. The discussion ended with another member beginning remarks about taking on concentrated corporate power and standing with working people.
WA
Washington 2025-2026 Regular Session
Joint Transportation Committee Jun 24th, 2025
Joint Transportation Committee
Transcript Highlights:
- That's more predictable.
- In fact, they're almost a model for the industry elsewhere.
- So there are two main models of doing a federal funds exchange.
- So there are two main models of doing a federal funds exchange.
- The other model is doing the exchange before money gets allocated to individual projects.
Summary:
The meeting began with introductions from members of the Joint Transportation Committee and a presentation from the Association of Washington Cities and the public works directors of Richland, Kennewick, Pasco, and West Richland. The cities described the Quad Cities region as one of the fastest-growing in the state and outlined shared transportation priorities that align with the committee’s focus on safety, multimodal access, climate resilience, and economic development. They emphasized Vision Zero efforts, complete streets, ADA accessibility, regional trail and bike/pedestrian planning, and coordinated long-range transportation and land-use planning to manage growth.
The city officials also discussed major funding and delivery challenges, including rising construction costs, project phasing, pavement preservation, right-of-way acquisition, and delays caused by state and federal permitting and review processes. They highlighted regional cooperation through the Benton-Franklin Council of Governments, Good Roads, and local funding tools such as impact fees, transportation benefit districts, REET, tax increment financing, and state and federal grants. Specific projects discussed included Richland’s SR 240/Aaron Drive complete streets project and downtown connectivity work, Kennewick’s Columbia Center Boulevard improvements and rail study, Pasco’s Court/Road 68, Sylvester Street corridor, I-182 bridge/interchange work, and a new north-south bridge study, and West Richland’s SR 224 Red Mountain corridor project, which officials said was awarded under budget and is scheduled to begin construction.
Committee members asked questions about sidewalk connections to schools, state-agency right-of-way timelines, apprenticeship utilization, contractor selection, and whether complete streets requirements add burdens to pavement preservation projects. The city officials said new development is generally meeting sidewalk standards, but older infill areas remain a gap; that state right-of-way transactions can take much longer than expected; that apprenticeship requirements are common but harder for smaller contractors and local labor markets; and that low-bid contracting leaves little room to screen for performance history. They also said complete streets requirements are usually manageable on major projects but can be difficult to absorb in smaller preservation work.
The committee then shifted to a JTC-funded study on transit-oriented development, presented by Urban Institute researcher Yona Freemark. The study examined TOD conditions in 33 cities in Snohomish, King, Pierce, Clark, and Spokane counties near rail and bus rapid transit stations. Freemark said Washington’s housing affordability crisis is severe, especially near transit, and found that high-cost cities have seen more development near stations but also signs of gentrification and loss of affordable housing, while lower-cost cities have had less development and worsening affordability relative to income. He identified barriers including high debt costs, land costs, infrastructure costs, zoning and parking rules, and limited subsidies for affordable housing. He recommended more neighborhood infrastructure funding near stations, stronger affordable housing investment, and better use of public land, noting that HB 1491 and related legislation are already changing some local requirements.
NH
New Hampshire 2025 Regular Session
House Commerce and Consumer Affairs (02/19/2025)
Transcript Highlights:
- This issue is being debated from state to state, and our model is different from most other models.
- This issue is being debated from state to state, and our model is different from most other models.
- This issue is being debated from state to state, and our model is different from most other models.
- up has been in a purely voluntary model up has been in a purely voluntary model um<01:55:55.840>
- c> the shared model shared model where the shared model shared model where the employer<01:59:34.040
Summary:
The committee first heard testimony on House Bill 437, which would change New Hampshire law on undischarged mortgages by creating a shorter period after which certain old mortgages would be treated as unenforceable. Prime sponsor Representative Bill Boyd said the bill was developed with input from bankers, lawyers, realtors, the Attorney General’s office, and the Banking Department, and he noted a drafting correction needed on line 18. He explained that the proposal would replace current law with a new framework modeled partly on Massachusetts, including a five-year expiration after a stated maturity date and a 35-year period for mortgages without an expiration date. Supporters said the bill would help clear obsolete title defects, reduce costly quiet-title litigation, and make real estate transactions easier for consumers, attorneys, and conveyancers.
Representative Mary Hakken-Phillips, Susan Cole of the New Hampshire Association of Realtors, and Michelle Coffin all testified in support, describing the bill as a consumer protection measure. They said undischarged or improperly discharged mortgages often surface during title searches, causing delays, legal expenses, and failed or delayed closings. Coffin and Hakken-Phillips emphasized that many of these cases involve old, effectively obsolete mortgages and that the current process often requires expensive court action even when no one contests the title. Cole described a recent transaction in which a title defect caused a buyer to walk away and later restart the financing process, creating costs for both buyer and seller. A committee member asked about notice to mortgage holders; the response was that the lender bears responsibility for recording and extending the mortgage, and that due process rights would remain if a lender later contested the discharge.
Ryan Hill of the New Hampshire Bankers Association said the banking industry had reviewed the bill and was generally comfortable with it, while requesting a delayed effective date so members would have time to adjust their recording practices. He said the bill’s January 1, 2028 effective date reflected that request. After closing the hearing on HB 437, the committee opened a hearing on House Bill 721, the Gold and Silver Legal Tender Act. Representative Juliet Harvey-Bolia introduced it as a bipartisan economic justice bill intended to recognize gold and silver as legal tender, protect against inflation, and address concerns about trust, taxes, and government taking. She argued that gold is a stable store of value and discussed tax treatment in neighboring states, federal history, and digital gold platforms. The hearing on HB 721 was still in progress when the transcript ended, with the chair limiting questions because of time.
CA
California 2025-2026 Regular Session
Senate Budget and Fiscal Review Subcommittee No. 3 on Health and Human Services May 21st, 2026
Transcript Highlights:
- The issue in the trade-off is sort of, do you want to have the ongoing reduction sort of predictable,
- Yeah, so there's many different business models that vendors or contractors have.
- We kind of predicted, hey, they're not actually...
- We kind of predicted, hey, they're not going to be able to ramp up that fast.
- “And, you know, our clinics can, under this fee-for-service model, bill for community health workers,
Summary:
The subcommittee first heard May Revision items for child support, child care, and related human services. The Department of Child Support Services described two technical adjustments, which the LAO said raised no concerns. The Department of Social Services then walked through child care proposals, including a shift in how federal and Proposition 64 funding reductions would be absorbed, a 2.01% COLA, disaster-related child care infrastructure grants, an increase in in-contract administrative support costs for alternative payment agencies, reversion of prospective-pay implementation funding after a federal rule change, a one-time allocation to cover the first quarter of Cost of Care Plus payments in the next fiscal year, reappropriation for existing infrastructure grant closeout work, and estimates of unspent child care funds. The department also outlined trailer bill language on a single rate structure, site safety and emergency procedures, CalWORKs child care data sharing, and child care oversight.
The LAO recommended that the Legislature seek more justification for shifting reductions from General Child Care to the Alternative Payment Program, noting that CAP reductions affect more slots and that General Child Care has had significant unspent funds. It supported removing prospective-pay funding, but recommended rejecting the administrative cost shift to a percentage-based rate because it could create future General Fund pressure. It also suggested the Legislature review alignment between the disaster grants and the child care infrastructure program. Senators and members pressed the administration on why the budget would reduce child care slots and COLA percentages while the state still has waitlists and unspent funds, and questioned the need for early funding of Cost of Care Plus payments and the move from a flat administrative amount to a percentage. Public commenters, including providers, advocates, county offices, and infrastructure partners, urged full COLA funding, preservation of child care slots, support for prospective pay, and continued investment in child care access and facilities.
After a short recess, the committee moved to Part B on health and heard the Department of State Hospitals. DSH presented a May Revision budget of $3.2 billion and described proposals for a central utility plant replacement at Metropolitan State Hospital, an electronic health record implementation, reduced county bed billing authority due to phased-in LPS bed capacity, limited contract exemption authority for online clinical subscriptions, reversion of prior-year unspent operating funds, and a workforce development proposal shifting some costs to Behavioral Health Services Act funds, including support for an additional psychiatric training cohort at Napa. The department also outlined IST-related savings and a trailer bill to remove the sunset on the independent placement panel program.
ND
TX
Transcript Highlights:
- The work you're doing to go to the intensity model is really.
- We ran a model on a couple of very small districts, like we have. district that might have like eight
- And for this specific bill, we hear a lot about the different school. choice models.
- And guess what, I would predict that their tuition will be set at exactly the amount of this ESA.
- And we already can predict how this is going in because we see it in other states.
Bills:
SB2, HB2, HB2000, HB2196, HB213, HB222, HB645, HB1458, HB 1022, HB141, HB502, HB643, HB3093, HB1700, HB 117, SB503, SB2, HB 120, HB20, HB150, HB6, HB 100, HB210, HB215, HB1393, HB 1151, HB 1268, HB142, HB451, HB 124, HB2, HB2000, HB2196, HB213, HB222, HB645, HB1458, HB 1022, HB141, HB502, HB643, HB3093, HB1700, HB 117
Keywords:
public education, teacher compensation, certification, funding, school finance, educator rights, education funding, charter schools, staff compensation, state aid, retention allotment, child grooming, sex offender registration, criminal justice, reportable conviction, law enforcement, virtual education, hybrid learning, school funding, average daily attendance
FL
Transcript Highlights:
- After 15 sessions, I have observed that sessions are never predictable and, most times, not simple.
- opportunity to discuss with USDA Secretary Brooke Rollins plans to make our legislation a national model
Summary:
The Senate convened for opening day of the 2026 regular session with prayer, presentation of colors by the Polk County Sheriff’s Office Honor Guard, the Pledge of Allegiance, and a performance of the national anthem by the FAMU Marching 100. The chamber then administered the oath of office to newly elected Senator Ralph E. Misullo, Jr. of District 11, and welcomed a number of special guests, including statewide elected officials, Supreme Court justices, and former Senate leaders and members.
The Senate adopted SCR 1466, which authorized the House and Senate to meet in joint session to receive a message from the Governor, and waived rules to immediately transmit the resolution to the House. The Rules Chair also moved that the Secretary notify the House and Governor that the Senate was convened and ready to begin the 2026 regular session. No substantive legislation was debated; the session was largely ceremonial and organizational.
In remarks, the Senate President reflected on the role of the Senate, the need for balance, deliberation, and checks and balances, and highlighted priorities such as rural Florida, citrus recovery, farmers feeding Florida, rural health care, affordability, low taxes, property tax relief, and fiscal restraint. He also emphasized faith, service, and cooperation. At the end of the session, Senator Gates announced that 52 executive appointments would be considered the next day, and the Senate adjourned until 4:00 p.m. on Wednesday, January 14, 2026, with committee meetings and other business to follow.
TX
Texas 89th Regular
Homeland Security, Public Safety & Veterans' Affairs May 14th, 2025
Homeland Security, Public Safety & Veterans' Affairs
Transcript Highlights:
- Current systems, such as NIBRS and biometric databases, were never designed to identify, predict, or
- It should serve as a national model for other states to emulate. Thank you.
Keywords:
smuggling, human trafficking, criminal penalties, felony offenses, law enforcement, foreign adversary, foreign-owned company, scrutinized company, China, national security, cybersecurity, information technology, communications technology, ICT, critical infrastructure, state contracts, government procurement, vendor certification, debarment, civil penalty
MN
Minnesota 2025 1st Special Session
House Housing Finance and Policy Committee 4/2/25
Housing Finance and Policy
Transcript Highlights:
- It also creates some predictability and hopefully avoids unnecessary process.
- It also creates some predictability and hopefully avoids unnecessary process.
- It also creates some predictability and hopefully avoids unnecessary process.
- It also creates some predictability and hopefully avoids unnecessary process.
- have a conversation with the developer or put things better in place than this dump-and-run business model
NH
Transcript Highlights:
- It's finite and predictable.
- Now, what I've heard today maybe will bring more predictability to it, but I do think the matter of predictability
- What I've heard today maybe will bring more predictability to it, but I do think the matter of predictability
- predictability is um Hopington. predictability is um Hopington.
- So, our concern is the predictability.
FL
Florida 2025 Regular Session
December 10, 2025 - 03:30 PM
Transcript Highlights:
- backup rectification of transfer data outside the United States that we only use U.S. develop AI models
- And this is really where we've loaded all of our policies and to our own large language model.
- It's pretty trained and is pre trained on these large language models of, you know, 40 years of Internet
- And that is a model that works very effectively to cover a lot of landscape all at once.
- Even with my 45 attorneys, I have a part-time because heat, that's something that's more predictable.
FL
Florida 2025 Regular Session
October 15, 2025 - 11:30 AM
Transcript Highlights:
- And it was designed to provide a predictable level coverage at a stable price for companies can know
- It says that pretty is based on the average annual losses as projected by modelers.
- What about the modeling?
- My understanding is that you use some some modeling data as that modeling data available for public consumption
- So the output from those models is an estimate of the average annual loss.
TX
Texas 89th Regular
Senate Committee on Health and Human Services May 13th, 2025
Health & Human Services
Transcript Highlights:
- And the legislature took that model and created, as Senator Blanco said, the Texas Law Enforcement Peer
- So modeling after the law enforcement peer network, we found that those who are actually serving and
- employers across the country have been seeking alternatives to our current fee-for-service payment model
- Our old payment models, you know, 30, 40, 50 years old, fee-for-service payment models, basically reward
- I mean, you have different payment models and how you do that in your back office and That's handled.
Bills:
HB35, HB138, HB754, HB1314, HB1612, HB2254, HB2510, HB2789, HB3560, HB3597, HB4224, HB4273, HB4643, HB4783, HB138
Keywords:
peer support, first responders, mental health, confidentiality, emergency services, health impact analysis, cost analysis, coverage mandates, health insurance, legislative analysis, health care data, human trafficking, trafficking prevention, medical assistant training, health care facilities, hospital compliance, clinic compliance, anti-retaliation, whistleblower protection, employee reporting
TX
Texas 89th Regular
Delivery of Government Efficiency Apr 16th, 2025
Delivery of Government Efficiency
Transcript Highlights:
- By shifting toward a skills-based hiring model, the state can better recognize. real-world experience
- If you have any questions or would like to see little models of this, I don't have any.
- So what this statement says is that the prediction. of the FTEs is required seems to indicate that the
- So thinking about the larger language model, we've been enjoying since the past few years.
- So annealers exist today, circuit gate models exist today, topological could be 10 years away.
Bills:
HB3146, HB3719, HB3895, HB3923, HB4748, HB4751, HB4936, HB4952, HB4990, HB4991, HB5061, HB5196, HB5238, HB5246, HB5487
Keywords:
State Office of Administrative Hearings, SOAH, administrative hearings, contested case, contested case hearing, administrative law judge, ALJ, final decision, proposed decision, agency hearing, hearing continuance, rescheduling, Texas administrative law, Government Code Chapter 2001, workers' compensation, Department of Human Resources, Texas Labor Code, Transportation Code, Agriculture Code, Insurance Code
VT
Vermont 2025-2026 Regular Session
Senate Session - 2026-05-21 - 10:00AM
Vermont Senate Floor Meeting
Transcript Highlights:
- By doing so, it establishes a transparent, predictable framework for homeowners, financial institutions
- establishes a transparent, predictable establishes a transparent, predictable framework<01:16:02.400
- equity cooperative is a type of housing corporation that is designed as a collective home ownership model
- 05.280>
collective <01:18:05.760>home <01:18:06.000>ownership <01:18:06.480>model - <01:18:06.880>
to a collective home ownership model to a collective home ownership model to
WY
Wyoming 2026 Regular Session
Senate Floor Session-Day 18, March 3, 2026-AM
Wyoming Senate Floor Meeting
Transcript Highlights:
- outputs that include images, audio, content, video content, digitally generated text, three-dimensional models
- , predictions, recommendations, or decisions influencing physical or virtual environments.
- 05.280>
three-dimensional generated text, three-dimensional generated text, three-dimensional models - ,<01:05:06.880>
predictions, <01:05:07.680>recommendations, <01:05:08.480>or models - , predictions, recommendations, or models, predictions, recommendations, or decisions<01:05:09.280>