Video & Transcript Research : 'predictive models'
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NH
New Hampshire 2025 Regular Session
House Commerce and Consumer Affairs (05/21/2025)
Transcript Highlights:
- Uh, and we really truly believe that this insurance model is the appropriate model so that it wouldn't
- your model of insurance agency. your model of insurance agency.
- <01:26:01.679>
Other of model would have to exit. Other of model would have to exit. - to which model should be allowable. to which model should be allowable.
- It's not our model. It would not allow our model to exist, right?
Summary:
The subcommittee continued work on Senate Bill 297 and a new amendment dealing with pooled risk management programs and whether they should be regulated under the insurance department. Lisa Duket, executive director of SchoolCare, testified at length that the draft language could allow co-mingling of public entity risk funds, could trigger producer-licensing requirements for staff who are not actually brokers, and may not fit public entity risk pools because they are not insurance companies. She also raised concerns about the March 1 reporting deadline, the proposed uniform accounting language, aggregate excess insurance, examination costs being charged to the program, and confidentiality provisions that she argued may conflict with right-to-know principles for public entities. She urged the committee to slow down and consider a study committee or more time for review, saying the regulated entities were not adequately involved in drafting the proposal.
Chairman Hunt and the department responded that the bill is intended to create a licensure-based regulatory model, similar to other licensed industries, and that the pooled risk management program would be exempt from producer licensing while anyone else selling or negotiating such coverage would need a producer license. The department said failure to comply would be handled through an administrative licensing process, with denial or nonrenewal of a license and appeal through the department process. On the reporting deadline, the department said March 1 is a standard filing date used for financial analysis and that the filing can be the most recent annual report, regardless of fiscal year end. They also explained that the confidentiality language was taken from existing RSA 5B, that aggregate excess insurance was included as a solvency measure, and that the draft was intended to preserve familiar language while adapting it for pooled risk programs.
The discussion did not include a final vote or formal action on the bill in the portion provided. The committee appeared to be compiling follow-up questions for the insurance department and considering whether additional revisions or a slower process would be needed before moving the bill forward.
ND
North Dakota 2026 1st Special Session
Higher Education Funding Review Committee Jan 14th, 2026 at 08:30 am
Transcript Highlights:
- So I'm looking at three different models: a fixed funding model, which basically would pull the MD program
- follow the Utah model, I don't care which one of these you take.
- So that we don't then build a model.
- Yeah, so switching to an FTE model with one amount for everyone, this...
- Switching to an FTE model with one amount for everyone, this is like a...
Summary:
The Higher Education Funding Committee met to discuss possible changes to North Dakota’s higher education funding formula, with a particular focus on separating the UND School of Medicine and Health Sciences MD program from the general formula. Dr. Jenkins outlined several options for the MD program, including a fixed-funding model, a hybrid model, or keeping it in the formula, and emphasized the need to preserve strong support for medical education while making future funding clearer. He also discussed efforts to increase the share of North Dakota students in the MD program through ND85, expanded recruiting, early acceptance pathways, MCAT prep, a four-plus-one program, and the Primary Care Accelerated Track, along with future cost pressures such as AI licensing and residency growth.
The committee then reviewed a simplified funding model from the University System Office that would base funding more heavily on student FTE, credentials awarded, and a few incentive factors such as small institution and research adjustments. Members questioned the use of placeholder numbers, the lack of a clear methodology for the small institution and research factors, and whether the model would adequately account for differences among institutions, high-cost programs, and graduate education. Several members raised concerns that arbitrary factors would be hard to defend politically and could distort funding or create competition between schools, while others said the exercise was useful as a starting point for discussion.
Alex presented a second alternative that kept the current SIP-code structure but increased CTE weighting, added a progressive economic size factor, and separated out the MD program. His model also added an on-campus face-to-face headcount component and a credentials component, with the intent of rewarding in-person enrollment and completions. Members questioned the use of headcount instead of FTE, how hybrid, online, dual-credit, and off-campus students would be treated, and why face-to-face enrollment was weighted more heavily than completion. No formal votes or final actions were taken; the committee instead continued discussion and asked members to provide direction on which elements, if any, should be developed further.
MN
Minnesota 2025 1st Special Session
Committee on Health and Human Services - 04/08/25
Health and Human Services
Transcript Highlights:
- Counties to work together to develop a new rural county-based model for delivering Minnesota health care
- The counties have developed models that directly address those local perspectives.
- staff. and working with the county model staff. and working with the county model for<00:03:07.440
- competition would be eliminated for MCOs and counties that choose the KARMA model.
- competition would be eliminated for MCOs and counties that choose the KARMA model.
WY
Transcript Highlights:
- The average model teacher salaries are increased by 12% compared to current average model teacher salaries
- 00:07:38.080>
are average model teacher salaries are average model teacher salaries are increased - , some adjustments throughout the model, some adjustments throughout the model, but<00:23:58.799>
- the model suggests. the model suggests.
- Recalibration is recosting of the model. >> Recalibration is recosting of the model.
FL
Transcript Highlights:
- So the value-added model, or VAM, has been calculated for a number of years.
- model.
- So the value added model or VAM has been calculated for a number of years.
- over the PM3 model, but PM3 still remains that that end of the year assessment still. model, but PM3
- Now, we always will have the... ...model of continuous improvement.
Summary:
The Senate Committee on Pre-K through 12 Education received a Department of Education presentation from Deputy Commissioner Juan Copa on Florida’s K-12 assessment system, including FAST progress monitoring, end-of-course exams, science, writing, alternate assessments, English language acquisition testing, and VPK progress monitoring. Copa reported year-over-year gains in ELA and mathematics, noted that end-of-course and science results also improved, and explained how assessment data are used for school grades, third-grade promotion, graduation requirements, and other accountability measures. He also reviewed the independent study required by SB 1048, which recommended keeping PM3 as the primary accountability measure, proceeding cautiously on further test-length reductions and remote testing expansion, and using PM1/PM2 only as supplemental evidence in limited cases.
Committee members focused on whether the new system is improving student outcomes enough, what supports teachers and schools need to use the data effectively, and how Florida compares nationally. Chancellor Dr. Burns said the department is emphasizing implementation of the new standards, high-quality instructional materials, coaching, professional learning, collaboration, and school improvement support, and also pointed to resiliency education standards and mental health supports. Copa said Florida’s latest NAEP results remain mixed but still generally outperform the nation in some grades, while members pressed for more information on best practices, other states’ approaches, and how districts are using the data.
Several members requested follow-up information, including the independent review report, breakdowns of PM1/PM2/PM3 results by grade and subgroup, details on VPK outcomes by provider type and full-day versus half-day programs, and data on use of the CLT versus SAT/ACT for graduation concordant scores. The committee also discussed third-grade retention outcomes, computer-based testing, district assessment calendars, and whether some districts still administer additional local testing. No votes were taken on legislation, and the meeting adjourned after Senator Davis moved to adjourn.
MN
Minnesota 2025 1st Special Session
Transportation committee approves repeal of California clean car standards 2/26/25
Transcript Highlights:
- year 2025, the only model year to which the rule applies.
- year 2025, which is the only model year to which the rule applies.
- That is just nine model years away.
- <00:21:20.400>
of for the six months that this model of for the six months that this model - the people start buying the 26 model the people start buying the 26 model year<00:24:22.120>
MN
Minnesota 2025-2026 Regular Session
Committee on Health and Human Services - 03/05/25
Health and Human Services
Transcript Highlights:
- affirmed no the Managed Care model affirmed no the Managed Care model provides<00:17:57.320>
- should serve as a successful model for other states to emulate.
- The concern, obviously, if we move to this model, is that currently, if we move to this model, we would
- <00:41:12.079>
is currently if we move to this model is currently if we move to this model - <00:45:31.400>
to who do that um so from the the model to who do that um so from the the model
NM
Transcript Highlights:
- and formulas. approaches, models, and formulas.
- The reason why that is the case is that we're still going through the conceptual model.
- That conceptual model allows us an opportunity to do several things.
- The first is We're validating the data and information that is being utilized in the model.
- Funding as the adequacy modeling for the base funding.
OK
Transcript Highlights:
- So the CCBHC is a funding model, but it's also a wraparound model that we can do.
- The intensive outpatient model is piggybacked off of an embedded model because you really need the embedded
- The intensive outpatient model is piggybacked off of an embedded model because you really need the embedded
- That's what the CCBHC model gives you.
- We're defined in the state statute and state formally recognized as a youth service model.
Summary:
The committee held an interim study on how to educate and support students with severe violent or disruptive behavior while protecting classmates, teachers, and school staff. Members framed the issue as one involving students who have often experienced trauma and may be removed from class through suspension, expulsion, or juvenile placement, but who still need a meaningful path back to school. Several legislators shared personal experiences as former educators or administrators and emphasized that schools need clearer criteria for removal and return, along with stronger support for families and staff.
Dr. Michelle Butler, an alternative education director, testified that Oklahoma’s current alternative education system is not designed to serve students removed for major discipline issues because placement is generally voluntary and programs are built around students who need a different learning environment, not punitive removal. She argued for early intervention, stronger attendance enforcement, trauma screening, teacher training, and a regional or cooperative model that would combine credentialed educators, social workers, therapists, and family counselors. She also described existing programs such as Trace Academy, Rogers County Youth Services diversion programs, and the limitations of virtual-only models and current funding, saying the system lacks sufficient resources and staffing.
Representatives and senators asked about funding, staffing, credentials, and whether statutes should be changed to prevent alternative education dollars from going to programs that do not provide direct services. Other testimony came from Family and Children’s Services and Mid-Del Youth and Family Services, both of which described embedded school-based mental health, crisis response, intensive outpatient services, family engagement, and juvenile diversion programs. Witnesses stressed that wraparound services, school-community partnerships, and a bridge back to the home school are essential, and that many students and families need mandatory or strongly supported participation rather than purely voluntary help. The study concluded with members noting possible next steps, including expanding or supplementing alternative education, improving early intervention, and examining participation requirements and transition supports; no votes were taken, and the committee adjourned after the presentations.
MN
Minnesota 2025-2026 Regular Session
House Commerce Finance and Policy Committee 3/10/26
Commerce Finance and Policy
Transcript Highlights:
- all<00:32:01.000>
developed These model acts were all developed These model acts were all - an effort to review our NASA model an effort to review our NASA model regulations<00:33:33.960><
- Yes, this model, let's be clear, the language in this bill is modeled after states that have included
- <01:14:33.240>
their states that have not modeled their states that have not modeled their - <01:14:46.080>
after this language is not modeled after this language is not modeled after
Keywords:
nudification technology, image rights, privacy protection, sexual exploitation, cybersecurity, recreational camping, utility fees, electricity charges, consumer protection, energy policy, health insurance, insulin, step therapy, diabetes, patient care, prescription drugs, pet shops, animal welfare, dog sales, cat sales
NM
New Mexico 2025 Regular Session
IC - Legislative Finance Oct 14th, 2025
Transcript Highlights:
- The other model or initiative is Next Education Workforce.
- This model also focuses on improved skill building.
- Chairman and presenters, that is why the Mississippi model is no longer just a Mississippi model.
- In fact, if you look at the Mississippi model... ...model, 20% of their four-year-olds are in pre-K;
- they have 0% in a state pre-K model, so it's not part of their model.
NH
Transcript Highlights:
- that may be impacted by the new program, and they do not anticipate that it will be challenging to model
- vehicles that may be impacted by the new program, and they do not expect that to be challenging to model
- <00:42:10.760>
or <00:42:11.000>during <00:42:11.280>the <00:42:11.440>model - ><00:42:11.800>
year <00:42:12.319>to <00:42:12.480>be prior to or during the model - year to be prior to or during the model year to be inspected<00:42:13.319>
upon <00:42:13.760>
MN
Minnesota 2025-2026 Regular Session
Legislative Budget Office Oversight Commission 1/22/26
Minnesota House Floor Meeting
Transcript Highlights:
- And most states purchased modeling software licenses from uh the Regional Economic Models, Incorporated
- c> in<00:09:25.680>
1994 <00:09:26.480>in their modeling system in 1994 in their modeling - I from that using the Remy modeling.
- if that's just the preferred model if that's just the preferred model >> I<01:03:49.440>
strong, data are available and models strong, data are available and models are<01:09:15.600>
Summary:
The Legislative Budget Office Oversight Commission met on January 22, 2026, with a quorum present and approved the minutes from the December 17, 2025 meeting. The main presentation was by Erikica McKeler of the National Conference of State Legislatures on dynamic fiscal notes, dynamic scoring, and how they differ from static fiscal notes. She explained that dynamic analysis tries to capture broader economic and behavioral effects of policy changes, but that most states have experimented with it only briefly, often for tax bills, and many have later scaled back or abandoned the practice because it is staff-intensive, expensive, and difficult to validate.
McKeler highlighted examples from Texas, Utah, and Arkansas. Texas requires dynamic fiscal impact statements for certain large tax or fee measures and for the biennial appropriations bill; Utah has done such analyses on request during the interim but only when staff time allows; and Arkansas recently began producing dynamic fiscal notes with thresholds and request limits. She noted that these states generally use REMI software, though Utah switched to IMPLAN for cost reasons. She also outlined common challenges, including the need for strong staff expertise, the sensitivity of results to assumptions, the expense of software licenses, and the difficulty of measuring accuracy over time.
Members then discussed whether dynamic scoring could be useful for health and human services programs where a policy may shift costs between settings rather than create a simple new expense. Senator Marty raised a Medicaid example involving home-based blue light therapy for newborns, arguing that dynamic analysis might better capture potential savings from avoiding longer hospital stays. Legislative Budget Office and Minnesota Management and Budget staff responded that such effects may be better understood as direct program substitutions rather than true dynamic effects, and emphasized the need for reliable data and caution because savings estimates could reduce appropriations if they do not materialize. The discussion also touched on whether dynamic models would capture local government impacts, but no formal action was taken beyond the approval of minutes and receipt of the presentation.
MA
Massachusetts 2025-2026 Regular Session
Status of Persons with Disabilities Jun 21st, 2026 at 11:00 am
Transcript Highlights:
- So do you know of other states and models that we may want to consider or replicate?
- And the feds have done it for many, many years and are a good model.
- It was hopeful for what we can accomplish under an apprenticeship model. It was terrific.
- Massachusetts could be a model employer.
- Massachusetts could be a model employer, so we would focus on Massachusetts.
Summary:
The Massachusetts Permanent Commission on the Status of Persons with Disabilities met virtually and in person for its June meeting. Members approved the March meeting minutes and heard a chair’s report on recent “Meeting the Moment” community conversations, including the successful Lowell event and plans for a July 14 Northampton event and an October National Disability Employment Awareness Month celebration at the State House. The October event will include a panel with MassAbility on artificial intelligence and its impacts on people with disabilities, with discussion of both accessibility benefits and risks such as bias and discrimination.
A major presentation came from the Supplier Diversity Office on its Empowering Abilities in Contracting and Employment (EAC) program. Staff described the program’s evolution from a pilot launched after 2016 legislation to a statewide policy now included in new state contracts. The program aims to increase certification of disability-owned and service-disabled veteran-owned businesses, expand workforce participation by people with disabilities, and use vendor reporting to track progress toward a 3% workforce goal. The office reported about 292 active certified businesses, roughly 40 vendors currently on EAC contracts, and expectations that the number of participating vendors will grow to about 130 by November. Commissioners praised the program and asked about its reach, data, and potential replication in other states or institutions.
The advisory council update highlighted broad engagement across topics including accessibility, employment, youth transition, housing, health equity, transportation, technology, AI, and supported decision-making. Members were asked to share fact sheets and resources for posting on the commission website, and two council members will help plan the October employment event. Subcommittee reports followed: the employment subcommittee reviewed transition-to-employment barriers, the disability employment tax credit, veteran services, and a SEED policy brief; the workforce supports subcommittee discussed apprenticeships and a May webinar on addressing workforce barriers through apprenticeships; and the long-term services and supports/health equity subcommittee heard about care coordination training resources and a presentation on post-COVID health care inequities for people with disabilities. The executive director also reported on ongoing work with state agencies, MassHealth-related conversations, caregiver and aging issues, and AI planning. The meeting ended with commissioner announcements on the Paul Spooner Generational Leadership Summit and a Medicaid summit, followed by adjournment by vote.
MN
Transcript Highlights:
- So just a quick shout-out as another model.
- Ultimately, this model works.
- because it was based on a proven model because it was based on a proven model that<01:18:47.000>
- <01:20:35.199>
by relationship because of this model by relationship because of this model - um glad to hear that that the that model um glad to hear that that the that model is<01:21:03.040
NM
New Mexico 2025 Regular Session
IC - Legislative Education Study Dec 17th, 2025 at 09:20 am
Transcript Highlights:
- , implementation, and sustaining of this type of model.
- PSB work is grounded in the instructional infrastructure model.
- My belief in this model is not just theoretical.
- So those are the two models. Thank you. Thank you for that, Mr. Chair.
- And I'm wondering how this model is supporting your children in poverty. Mr. Chair, Mr.
MN
Minnesota 2025 1st Special Session
House Commerce Finance and Policy Committee 4/1/25
Commerce Finance and Policy
Transcript Highlights:
- and single that business model out, and we talk a lot in this place.
- and single that business model out, and we talk a lot in this place.
- and single that business model out, and we talk a lot in this place.
- and single that business model out, and we talk a lot in this place.
- model and to single that business model model and to single that business model out<00:44:18.800
Keywords:
garnishment, wage garnishment, earnings levy, bank levy, execution, judgment debtor, judgment creditor, exemption notice, exempt property, bank account freeze, financial institution levy, employer disclosure, garnishee, writ of execution, debt collection, consumer debt, collections, bankruptcy exemptions, public benefits, means-tested benefits
AZ
Transcript Highlights:
- So that's the big, distinct difference between a precinct model and a vote center model. Mr.
- work well, I'm assuming, or they would pick a different model.
- The administrative failure of the precinct model—Apache County has used a precinct-based model for years—we
- A vote center model would solve this by allowing voters to go to any location.
- In many instances, counties have shifted from an all-precinct model to a vote center model because there
Keywords:
sample ballots, elections, primary election, general election, mailing deadline, ballot mailing, county election officials, board of supervisors, secretary of state, early voting list, election administration, voter information, postal service, USPS processing center, city elections, town elections, special district elections, Arizona election law, ballot proofing, party chair
Summary:
The Judiciary and Elections Committee approved the minutes from February 18, February 20, and March 4, 2026, and then took up several election and traffic-related measures. House Bill 2006, which would require counties without a USPS processing and distribution center to mail printed sample ballots 14 days before an election instead of 11, was explained as a way to allow more time for mail delivery in affected counties. The Association of Counties supported the bill, and after brief discussion it passed on a 7-0 vote.
House Bill 2109, dealing with hands-free driving penalties, drew extensive debate. The bill would raise penalties for repeat violations, add a penalty when a violation results in a motorcycle crash, and expand the prohibition to watching, recording, or streaming video on a device while driving. Two amendments were offered to remove the citation ban and to strike the “records” language, but members and witnesses raised concerns that the remaining video-streaming language was vague and could unintentionally affect dash cams, rear cameras, CarPlay, navigation, rideshare safety cameras, and other in-vehicle systems. After robust discussion, the committee held the bill without prejudice to allow a stakeholder meeting and possible revision.
House Bill 2167, which would impose liability on the Attorney General for damages when a public nuisance or consumer fraud action is dismissed or found meritless under certain conditions, received divided testimony. Supporters argued it would curb overreach, while opponents said it would interfere with the AG’s ability to protect Arizonans. The committee approved the bill 4-3. Finally, HCR 2016, a referral measure that would eliminate county vote centers and on-site early voting and impose a precinct cap of 2,500 registered voters, drew strong opposition from voting rights groups, county officials, and rural and Navajo Nation witnesses who warned it would increase confusion, provisional ballots, costs, and access barriers. The committee did not act on the resolution and instead held it without prejudice for further stakeholder discussions.
NM
New Mexico 2026 Regular Session
IC - Legislative Education Study Dec 17th, 2025
Transcript Highlights:
- being a potential model for our state.
- or not their dual language models or their heritage models.
- One is a federal model and the other is a state model.
- So how are we building an apprenticeship model?
- Our model affords us the opportunity to provide early intervention.
Summary:
The committee first heard a presentation on strategic resource management in public education. LESC staff and PED officials argued that New Mexico has increased school funding, but local budgeting and planning remain fragmented and overly compliance-driven. They described long-term pressures including declining enrollment, rising special education costs, falling cash balances, changes in federal funding, and leadership turnover, and said schools need more intentional multi-year planning tied to student outcomes. They also outlined the many disconnected planning requirements schools must complete, compared New Mexico’s current approach with Ohio’s three-year budget forecasting model, and recommended continuing multi-year appropriations, adding $2.5 million for state grants in the unified application, and directing LESC, LFC, and PED to develop a long-term financial planning proposal. PED said it is working to reduce administrative burden through school accreditation, a unified application for federal and state funds, and internal alignment of guidance and coaching, with pilot schools reporting time savings and better alignment. Members raised concerns about four-day school weeks, the burden on small districts, the need for outcomes and return on investment, and whether the state should move toward a two-year or three-year planning cycle; staff clarified that the proposal was to streamline or eliminate redundant requirements, not add another layer.
The committee then received an update on the Educator Fellows program. PED described it as a Grow Your Own pipeline that employs candidates as supplemental educational assistants while they work toward licensure, providing salary, benefits, paid leave, mentoring, and coursework support. Officials said the program helps address teacher shortages, improves student-to-teacher ratios, increases workforce diversity, and supports the Martinez-Yazzie action plan. They reported 370 current fellows across 86 LEAs and about 180 schools, with many fellows being people of color, first-generation college students, or second-career educators; roughly 85 are expected to become certified this year. A local HR director from Belen testified that the program has been especially valuable in small communities, where fellows are already rooted in the community and several have moved into teaching roles. Members asked about high school recruitment, tuition, retirement and benefits, the relationship to the Higher Education Department’s Grow Your Own scholarship, and the role of university partners. PED said fellows choose among accredited higher education partners, the program is separate from the scholarship but complementary, and the state is also building an apprenticeship model and seeking to expand the program to more LEAs, though some districts are on a waiting list because of funding and local match requirements.
NH
New Hampshire 2025 Regular Session
Committee to Study Long-Term Managed Care (09/29/2025)
Transcript Highlights:
- Under a managed care model, those payments would be eliminated pursuant to federal law because you can't
- for patients in doing managed care model for patients in nursing<00:21:56.960>
facilities. - The third option is to adopt the HCBS carveout model, where we're preserving a fee-for-service model
- The third option is to adopt the HCBS carveout model, where we're preserving a fee-for-service model
- The third option is to adopt the HCBS carveout model, where we're preserving a fee-for-service model
Summary:
The committee approved the previous meeting minutes and then reviewed a draft preliminary report on long-term managed care. The chair explained the report is intended to frame issues and outline legislative options, not make a final recommendation, especially given unresolved questions about the federal One Big Beautiful Bill (OB3). The report’s key issues included the current financing of county and private nursing homes through Medicaid rates, ProShare, MQUIP, and related funding mechanisms, and the concern that those payments could be affected or eliminated under a managed care model. Members also discussed managed care organizations’ role in Medicaid and cited other states’ experiences, noting examples of savings in Florida and Tennessee but higher costs in California. One member raised Indiana as another important comparison, and the committee agreed to add it to the report’s state examples.
The committee also reviewed sections on dual eligibility, D-SNP, PACE, and CFI waivers. The chair raised concerns about whether OB3 creates incentives for states to move toward D-SNP and whether federal changes could affect provider taxes, state-directed payments, and intergovernmental transfers. Henry Litman, the state Medicaid director, said he would confirm details on D-SNP incentives and explained that ProShare is based on certified public expenditure rather than an IGT, while county cap financing is the relevant intergovernmental transfer issue. He said IGTs are not going away and that the main risk is whether current financing mechanisms could be preserved if the state later changed course. Members discussed the possibility of a waiver not being granted or renewed and the high fiscal impact that could have on counties and property taxes.
The committee then discussed the population that any long-term managed care model should cover. Members agreed that there is no appetite to move developmental disability or acquired brain disorder populations into long-term managed care at this time, and the chair changed the report’s terminology from “elderly” to “aging population.” The chair also noted that the status quo option should reflect the recent shift toward home and community-based services and reduced nursing home utilization since earlier county reports. The report’s four policy options were summarized as: maintain the status quo; pursue D-SNP for dual eligibles, with DHHS potentially submitting an application as early as 2027; adopt an HCBS carveout; or move fully to managed care for the aging population. No final policy recommendation was made, and the committee discussed making edits to the draft before circulation, including adding Indiana, clarifying OB3-related issues, and changing the report title from “final” to “preliminary” or “interim.”