Video & Transcript Research : 'predictive models'
Page 55 of 450
US
US Federal 2025-2026 Regular Session
Hearings to examine Infrastructure Investment and Jobs Act implementation and case studies. Feb 26th, 2025 at 09:00 am
Environment and Public Works Committee
Transcript Highlights:
- Our partnership with PennDOT is a good model for the rest of the country.
- Trucking Association has predicted that truck freight is going to increase 30% in the next 25 years.
- edge right now of a significant dislocation in our property insurance markets because they can't predict
Keywords:
Surface Transportation Reauthorization Act, IIJA, bipartisan infrastructure, funding flexibility, NEPA, environmental reviews, bureaucratic delays, federal funding, infrastructure investment
Summary:
The committee meeting focused on the Surface Transportation Reauthorization Act, discussing the ongoing implementation of the Infrastructure Investment and Jobs Act (IIJA). Chairman Capito highlighted the bipartisan nature of the legislation and the necessity of refining existing provisions to ensure effective delivery of transportation projects. Notable emphasis was placed on the need for flexibility in funding to address inflation impacts and delays caused by bureaucratic hurdles, especially relating to environmental reviews under NEPA. Witnesses from state transportation agencies provided valuable insights into real-world challenges faced in project execution, ultimately underscoring the importance of continuous federal support for infrastructure development.
The discussion also touched on the broader implications of federal funding freezes by the previous administration, which have reportedly hindered several ongoing and planned projects. This issue raised significant concern among committee members, who urged the need for reliable funding and the removal of unnecessary bureaucratic obstacles that could cause delays in project implementation. The meeting concluded with a commitment from the members to work collaboratively to overcome these challenges and ensure a smooth path forward for critical infrastructure investments.
CA
California 2025-2026 Regular Session
Assembly Housing and Community Development Committee Jun 10th, 2026
Housing and Community Development
Transcript Highlights:
- Over the past 10 years, in collaboration with the Blue Sky Consulting Group, we have built models that
- The models we have built are similar to what SB 457 would require HCD to build.
- to forecast the The value of these models comes from the fact that they use data on past construction
- Obviously, many decisions will need to be made about how exactly a model like this would fit into the
- I believe this type of model, while novel, is no more complex than the transportation and land use models
Summary:
The Assembly Housing and Community Development Committee heard several housing-related bills, with most of the discussion focused on streamlining housing production, preserving affordable housing, and reducing barriers to ADUs and EV charging in HOAs. SB 457 would direct HCD to develop statistical formulas based on historical development data to help cities complete housing element site inventories; supporters said it would replace costly parcel-by-parcel analysis with a more realistic, data-driven approach, while the California Building Industry Association raised concerns. SB 1091 would create a Community Anti-Displacement and Preservation Program to help acquire and preserve unsubsidized affordable rental housing; it drew broad support from housing nonprofits, local governments, and committee members who emphasized prevention and preservation, and it was advanced with a motion and second. SB 1117 would clarify that ADU impact fees above 750 square feet are charged only on the portion above that threshold; supporters said current practice creates a fee cliff that discourages ADUs, while cities, counties, special districts, and fire groups opposed it over infrastructure and service funding concerns. The committee members were split, but the bill ultimately advanced on a 10-0 vote with two not voting.
The committee also considered SB 904, which would codify and expand reporting and coordination practices used after wildfire disasters to speed rebuilding and identify permitting or code barriers. The author and supporters argued that future wildfire recoveries should not depend on ad hoc executive orders, while some members questioned whether the bill was duplicative of existing streamlining laws; it passed on a roll call after discussion. SB 1267 would require EV charger installers in HOAs to indemnify associations during installation and make homeowners liable for costs arising from use of a privately owned charger; HOA representatives and EV advocates supported it, the California Association of Realtors said it would remove opposition once amendments were in print, and the bill advanced unanimously. SB 1361 would prevent local governments from taking actions to avoid SB 79 transit-oriented housing requirements at existing or planned transit stops; L.A. Metro, labor groups, and housing advocates supported it as protecting transit investments and jobs, while the City of Burbank opposed it, and it was approved on a 9-0 vote. The committee also took up consent items SB 722 and SB 1426, which were approved without controversy.
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee May 13th, 2026
Privacy and Consumer Protection
Transcript Highlights:
- If California creates a model of youth safety built around age-gated access and account exclusion, that
- model can and will be copied by states that do not share California's commitments to LGBTQ-plus young
- I can't, I can't... ...we probably couldn't predict how many lives have been saved because you exist
- Irvine Department of Emergency Medicine, Informatics, and executive director of the UC Institute for Prediction
- We even knew we had an Institute for Prediction Technology. Dr.
Summary:
The Assembly Privacy and Consumer Protection Committee held an informational hearing on the impact of social media on LGBTQ-plus youth, focusing on benefits, risks, and possible safeguards. Chair Bauer-Kahan and Assembly Member Ward opened by noting that social media can be a lifeline for LGBTQ-plus youth seeking identity, community, and support, but also exposes them to cyberbullying, hate speech, exploitation, misinformation, and addictive design. They framed the hearing as a way to inform future policy without relitigating prior bills, and emphasized the need for a balanced approach that reduces harm while preserving access to affirming resources.
The first panel featured lived-experience testimony from Madi Roby of the Alliance for Trans Youth Rights, Shea Gardner of LGBT Tech, and Casey Pick of the Trevor Project. Roby described how social media helped her understand her trans identity, find community, learn safety information, and access crisis support through the Trevor Project, while also exposing her to harassment and threats. Gardner argued that lawmakers should regulate harms more precisely rather than impose broad access restrictions, warning that age-gating and account bans could exclude vulnerable youth and adults who rely on pseudonymity, while supporting privacy-preserving protections, targeted platform accountability, and digital literacy. Pick testified that LGBTQ-plus youth are more than three times as likely to attempt suicide as peers, cited Trevor Project research showing social media is both positive and negative for most youth, and said supportive online spaces can lower suicide risk and anxiety; she also described Trevor Space as a moderated, non-addictive platform with forums, direct messaging, and strong community norms.
Committee members then questioned the panel about algorithmic feeds, addictive design, age verification, and whether platforms should be required to provide safer defaults and better moderation. Several members distinguished between personalized feeds and addictive or incendiary engagement loops, and discussed the risk that age-verification systems could require sensitive data or restrict access to helpful content. Witnesses repeatedly said the problem is not online community itself but platform design choices and weak enforcement, and they urged more precise regulation of harmful features rather than exclusionary bans. The committee then moved on to panel two, which was introduced as a discussion of LGBTQ-plus-specific online resources and research on LGBTQ-plus youth and social media.
TX
Texas 89th Regular
Homeland Security, Public Safety & Veterans' Affairs Apr 9th, 2025
Homeland Security, Public Safety & Veterans' Affairs
Transcript Highlights:
- American Association of Motor Vehicle Administrators is a non-profit organization, and we develop model
- They do their best to predict what's coming.
- Unpredictability of where the tornado or, you know, the storm or whatever the event's going to happen to me predicts
- . predictability is difficult, you plan the best you can.
- do it every single time he is technically or she is technically in violation. pointing at a newest model
Bills:
HB2034, HB2436, HB3010, HB3033, HB3138, HB3177, HB3426, HB3686, HB3858, HB4176, HB4257, HB4264, HB4804, HCR98
Keywords:
groundwater, foreign ownership, national security, water permits, environmental health, deadly conduct, firearm, recklessness, peace officer, prosecution, Penal Code, Texas laws, disaster recovery, infrastructure, rural communities, grants, state funding, emergency management, HB 3033, Texas Department of Public Safety
FL
Florida 2026 Regular Session
FL House Floor Session - 2026-01-13 (9:30AM Session)
Florida House Floor Meeting
LA
Transcript Highlights:
- Without such a crisis care model...”
- To be a more robust model across our state.
- The model that we have with the ACO is that we...
- So the model brings down costs, and the quality of care is there.
- So the model brings down costs, and the quality of care is there.
Bills:
HB165, HB175, HB198, HB272, HB457, HB488, HB566, HB603, HB763, HB902, HB909, HB971, HB981, HB1066, HB1125, HB1154, HB1231
Keywords:
HB165, lottery proceeds, Lottery Proceeds Fund, Veterans Service Grant Fund, constitutional amendment, veterans, military veterans, veterans' benefits, veterans services, family support, state lottery, education funding, Minimum Foundation Program, problem gambling, compulsive gaming, state treasurer, ballot proposition, constitutional referendum, lottery revenue, Louisiana resident veterans
MN
Minnesota 2025 1st Special Session
House Health Finance and Policy Committee 1/22/25
Health Finance and Policy
Transcript Highlights:
- and what we didn't plan for of predict and what we didn't plan for of course<00:26:05.320>
was <01:20:30.080>- If we cannot sustain our business model and care for these individuals in their homes, they are at very
- and care for these individuals um model and care for these individuals um in<00:30:37.799>
their< would and the Minnesota Healthcare model would and the Minnesota Healthcare - model would collapse<01:20:31.679>
the <01:20:31.880>nonprofit <01:20:32.880>uh
Summary:
The Health Finance and Policy Committee heard testimony from the Minnesota Hospital Association and several hospital leaders about the financial strain facing hospitals across Minnesota. The association’s CEO said hospitals are essential 24/7 safety-net providers, but rising labor, supply, technology, and drug costs are outpacing reimbursement from Medicaid, Medicare, and commercial payers. He warned that many not-for-profit hospitals are struggling, that workforce shortages remain significant, and that the committee should consider help on Medicaid rates, discharge/boarding problems, mental health services, workforce development, protecting the 340B drug discount program, and avoiding new mandates that add costs.
Relle Schultz of Winona Health described a community hospital with a 49-bed facility and long-term care services that has faced years of losses, including a $17 million loss in 2023 and $12 million in losses the following year. She said government payers now make up about 65% of the hospital’s mix, and each 1% increase in that mix costs about $1 million. She highlighted the difficulty of sustaining services such as dialysis, which was nearly closed until a local donor provided $3 million to keep it open for three years, and she emphasized the importance of 340B savings and the need for higher Medicaid payments.
Carrie Mulski of Riverview Health in Crookston said critical access hospitals are also under pressure despite their federal designation. She explained that federal support has eroded, that Medicaid and other public programs do not cover full costs, and that her hospital’s 340B savings help keep the doors open. She said Riverview opened a new hospital in 2020 but was hit by the pandemic and inflation, leading to annual losses of $5 million to $6 million and a negative operating margin of 9% to 10%. She also described bond covenant problems, low cash on hand, the prior closure of the nursing home, and the need for rapid state action to stabilize rural hospitals and preserve access to care.
HI
Transcript Highlights:
- It is not just an instructional model; it is a culturally grounded community.
- It is not just an instructional model,<00:15:07.520>
it <00:15:07.680>is <00:15:07.839>< - c> a<00:15:07.920>
culturally <00:15:08.520>grounded model, it is a culturally grounded - model, it is a culturally grounded community.<00:15:09.920>
This <00:15:10.120>means <00 - <01:18:34.760>
who more accurately accurately predict who more accurately accurately predict
CA
California 2025-2026 Regular Session
Assembly Budget Subcommittee No. 1 on Health May 4th, 2026
Transcript Highlights:
- engage in treatment that encompasses shared decision-making, not the top-down effect of the medical model
- , which is... ...decision-making, not the top-down effect of the medical model, which is: 'You are sick
- We established the consortium model to allow for small and rural LEAs and community colleges to be able
- think about the fact that some of the school districts are phasing in every six months on a cohort model
- think about the fact that some of the school districts are phasing in every six months on a cohort model
Summary:
The hearing focused first on behavioral health, especially hard-to-treat serious mental illness through the lens of anosognosia, and the impact of potential federal Medi-Cal reductions under H.R. 1. A family member, Dawn Marie Anderson, described her son’s long cycle of psychosis, homelessness, arrests, jail-based stabilization, and repeated relapse when treatment ended, arguing that anosognosia is a symptom of illness rather than refusal of care. She and other witnesses urged more consistent, long-term treatment, family involvement, medication support, and stronger county and state coordination. County and provider representatives said the current system still relies too heavily on crisis response and leaves people with serious mental illness falling through gaps between managed care, county specialty care, housing, and justice systems.
Testimony from the California Behavioral Health Association, Santa Barbara County Behavioral Health, and the County Behavioral Health Directors Association emphasized that people with anosognosia often cannot self-navigate care, making a “no wrong door” system essential. They said H.R. 1 could destabilize coverage and shift costs to counties, while existing private insurance coverage is inadequate for early psychosis and related services. Witnesses highlighted CalAIM, jail in-reach, assertive community treatment, mobile crisis, supportive housing, and LEAP-style family training as promising tools, but said counties still need more resources and that the state should strengthen both Medi-Cal and private insurance behavioral health coverage. A public commenter from Lake County said private insurers denied most claims, especially for unlicensed staff providing case management and mobile crisis services.
The committee then heard an update on the Children and Youth Behavioral Health Initiative, including the virtual services platforms BrightLife Kids and Soluna and the CYBHI fee schedule program. DHCS reported strong growth in app registrations, coaching sessions, referrals, and positive user outcomes, and said the platforms are serving children and youth statewide, including many who had never previously accessed care. For the fee schedule, DHCS said 72% of school districts and 50 of 58 county offices of education are participating across six cohorts, with $9.6 million reimbursed to date and 41,556 students represented in claims. Members pressed the department on the program’s roughly $69.3 million administrative cost, the slow pace of reimbursement relative to the investment, and the late delivery of requested data. DHCS responded that many claims are still being submitted, most denials are correctable, and local implementation is still scaling up through technical assistance and capacity grants.
HI
Transcript Highlights:
- So about 15,000 is a prediction.
- Again, these are just modeling and we're being predictive here, and then in the meantime doing all we
- And then so we see at risk prediction.
- >
being <00:25:14.159>predictive <00:25:14.720>here modeling and we're being predictive - here modeling and we're being predictive here and<00:25:15.760>
then <00:25:16.000>in <
Summary:
The joint informational briefing by the Health and Human Services and Commerce and Consumer Protection committees focused on projected impacts to Hawaii consumers from federal changes affecting Med-QUEST and the ACA marketplace, including the loss of ACA premium tax credits, OBVA/HR1-related Medicaid changes, immigrant eligibility restrictions, and new Medicaid work/community engagement requirements. Committee members noted the meeting was being streamed live and emphasized the need to explain potential coverage losses affecting a significant share of the state population.
Med-QUEST administrators reported current enrollment at 390,766, about 27% of Hawaii’s population, and broke that down into major groups including roughly 128,000 ACA expansion adults and about 52,000 parent/caretaker relatives. They said the expansion adult population would be most affected by the new federal requirements, which will shorten renewal periods from 12 months to 6 months and impose community engagement rules beginning in late 2026 and 2027. They described the work requirement as 80 hours per month of work, community service, work program participation, or half-time education, with an income-based pathway tied to $580 per month at the federal minimum wage; they also noted a long list of exemptions, but said many details are still awaiting federal guidance and rulemaking.
The administrators said federal changes to immigrant eligibility would eliminate Medicaid coverage for certain noncitizen categories, with an estimated 1,200 to 2,400 people affected, though about 200 may remain covered through a state-funded program for otherwise eligible individuals. They also said marketplace subsidies would no longer be available for some immigrants under 100% of the federal poverty level starting January 1, 2026, with further restrictions expected in 2027. For Hawaii overall, they estimated the new Medicaid work and renewal rules could push an additional 19,000 to 38,000 people into uninsured status, with another estimated 6,000 at risk from the six-month renewal process alone. Members asked about how exemptions would be determined, especially for medically frail and seriously mentally ill individuals, and administrators said they were still awaiting detailed federal rules and were working on data-matching and verification processes to reduce coverage losses.
US
US Federal 2025-2026 Regular Session
US House Floor Proceedings (Thursday, June 25, 2026)
US Federal House Floor Meeting
Transcript Highlights:
- are 12 federally recognized tribes who often neighbor four DOD installations, and this serves as a model
- And some of the models actually say in a decade,... Interest will be our number one expenditure.
- And that census had a prediction that sometime in the next five years we'll actually have a year or two
- About disrupting bureaucracies, we're talking about disrupting business models, particularly in health
- And it's a profit model for many of those who use these programs. But even then, it's still...
TX
Transcript Highlights:
- a meaningful impact and. properly support the transition to an intensity of service-based funding model
- that has more administration and fewer teachers, you know, that could be their model.
- And so they really have a model. They have figured out how to implement it.
- Model they're already doing it.
- Switching to a service intensity model is evidence-based, and that's what we want.
Keywords:
public education, teacher compensation, certification, funding, school finance, educator rights, education funding, charter schools, staff compensation, state aid, retention allotment, disaster preparedness, emergency management, flooding, mass fatality, mass casualty, fatality tracking, body recovery, autopsy, justice of the peace
KY
Kentucky 2026 Regular Session
Legislative Oversight & Investigations Committee (7-6-26)
Transcript Highlights:
- families that that it's so predictable families that that it's so predictable that<00:35:30.800>
- where uh our programs are seen as a where uh our programs are seen as a national<00:54:07.760>
model - uh<00:54:08.880>
for <00:54:09.119>supporting <00:54:09.440>both national model - This Citable 3 last year helped ensure that we could compensate athletes under the revenue share model
- uh and that our affiliated model uh and that our affiliated corporations<00:54:34.400>
would <
Keywords:
Call to Order and Roll Call- 00:00:01
Approve Minutes from June 11, 2026- 00:00:40
Staff Report on 2026 Child Fatality Panel Update- 00:01:17
Panel Staff Response to Report-00:21:12
University of Kentucky Name, Image, and Likeness-00:44:34
Kentucky State Police Update on SERVS-01:17:55
Adjornment-01:33:05, 958, all
Summary:
The committee first established a quorum and approved the minutes from the previous meeting. Members then received a staff report on the Kentucky Child Fatality and Near Fatality External Review Panel, including an annual LOIC evaluation of the panel’s operations, statutory compliance, case management system development, member experience, and written procedures. The report noted recent House Bill 778 expanded the panel’s access to records and to TWIST/I-TWIST, and recommended that staff request access and training promptly to avoid implementation problems.
Analysts reported the panel has met statutory membership and meeting requirements, and that agency responses to the panel’s 2025 recommendations improved, with all responses meeting statutory content requirements though some were late. They also said the panel still lacks formal written procedures, so a prior recommendation was reissued. The report discussed the panel’s new case management system, now in testing with the Commonwealth Office of Technology, and a survey of panel members showing generally positive views of meetings and case discussions but recurring concerns about SharePoint access, time demands, virtual meetings, and the panel’s lack of enforcement authority. The report included a matter for legislative consideration suggesting the General Assembly may wish to seek additional testimony from agencies when responses are unclear or more information is needed.
Panel staff responded that the work is difficult but important, said they are optimistic about gaining TWIST access, and acknowledged that written procedures have not yet been completed because they wanted to align them with the new system. They said both the system and procedures are hoped to be finished by the end of the year, with the new case management system expected to be implemented by September 1 after further testing and migration. Members also discussed trends in child fatality and near-fatality cases, including increases in reported cases since 2013, substance abuse, safe storage of firearms, and concerns about THC/CBD gummies reaching children. No formal votes were taken beyond approval of the minutes.
MN
Minnesota 2025-2026 Regular Session
House Judiciary Finance and Civil Law Committee 3/17/26
Judiciary Finance and Civil Law
Transcript Highlights:
- <00:54:16.960>
a estimation technology predicts that a estimation technology predicts that - As adults, we should not be content with this predatory business model.
- <00:56:13.440>
Kids their business model is working. - Kids their business model is working.
- Parents deserve the right to model.
Keywords:
foreclosure, mortgage, redemption period, homestead, Minnesota Statutes, automated license plate reader, ALPR, license plate recognition, vehicle surveillance, Bureau of Criminal Apprehension, BCA, data privacy, government data practices, law enforcement data, surveillance technology, location data, vehicle tracking, warrant requirement, probable cause, exigent circumstances
HI
Transcript Highlights:
- That was the model five years ago.
- That was the model 5 years ago. years.
- That was the model 5 years ago. in<00:28:11.200>
this <00:28:11.440>landscape <00:28:11.919 - most of all ability and predictability most of all the<00:32:00.399>
opportunities <00:32:01.200 - round out a much better care model. round out a much better care model.
Bills:
HB1183, HB1656, HB1658, HB1661, HB1663, HB1664, HB1859, HB2116, HB2271, HB2276, HB2335, HB2360, HB2387, HB2472, HB1805, HB2469, HB1815, HB1860, HB2117, HB2118, HB2437, HB2438, HB2604, HB1590, HB2156, HB2268
Keywords:
retirement, pension, law enforcement, public safety, Hawaii Revised Statutes, indebtedness, salary recovery, employee compensation, deductions, financial management, collective bargaining, employee relations, impasse procedures, arbitration, public employment, HB1661, cafeteria plan, Section 125, Internal Revenue Code, flexible spending account
MN
Transcript Highlights:
- <00:52:12.400>
allowing system ensures predictability allowing system ensures predictability - I really love talking about apprenticeship because it is such a proven model for success in so many,
- It's really this earn-as-you-learn model that provides an additional pathway to people who may not be
- <01:28:22.960>
but <01:28:23.080>it know earn as you learn model but it know earn as - that provides an earn as you learn model that provides an additional<01:28:58.840>
Pathway <01
NM
Transcript Highlights:
- Chair, Senator, so first, the state program was actually modeled pretty closely, at least in its initial
- The nature of grant funding year over year, and the lack of predictability, although you all have definitely
- that you want to continue to invest in, I think school districts and schools need that level of predictability
- The nature of grant funding in year over year, sort of the lack of predictability, although you all have
- that you want to continue to invest in, I think school districts and schools need that level of predictability
NH
New Hampshire 2026 Regular Session
Senate Energy and Natural Resources (01/20/2026)
Energy and Natural Resources
Transcript Highlights:
- 00:08:32.880>
evaluation <00:08:33.440>committee Using the site evaluation committee model - authority help municipalities operate their industrial pre-treatment programs and give industry predictable
- and their industrial pre-treat programs and give<00:38:16.720>
industry <00:38:17.680>predictable - , give industry predictable, give industry predictable, understandable<00:38:19.280>
requirements
CA
California 2025-2026 Regular Session
Joint Hearing Assembly Select Committee on the Nonprofit Sector and Senate Select Committee on the Nonprofit Sector Aug 19th, 2025
Transcript Highlights:
- of nonprofits that file an IRS Form 990 report stewarding public funding as part of their operating model
- That's why we formed the long-term recovery group, commonly known as LTRGs, a model FEMA and Cal OES
- This model works, but it can be precarious because it's sustained entirely by donations.
- It's a system where nonprofits are forced to operate on reimbursement-only models.
- I think modeling is really powerful, though, and that's something where every state leader could help
Summary:
The joint Senate and Assembly select committee hearing focused on the challenges facing California nonprofits in 2025 and possible state responses. Opening remarks emphasized the sector’s size and importance, the impact of federal funding disruptions and tax policy changes, and the need for stronger public-private partnerships, especially in disaster response and recovery. Witnesses from community foundations, food banks, Cal OES, long-term recovery groups, CalNonprofits, and nonprofit finance organizations described funding uncertainty, delayed reimbursements, reduced indirect cost coverage, staffing strain, and the effects of climate disasters and immigration-related fear on service delivery.
Testimony highlighted several policy ideas, including advance payments for state grants and contracts, prompt payment standards, sustainable indirect cost rates, contract flexibility in emergencies, streamlined registration and reporting, and a possible new Office of Nonprofit Empowerment to serve as a central point of contact and coordination within state government. Speakers also described how nonprofits and VOAD networks support wildfire response and long-term recovery, but noted that recovery groups often lack stable operating funding even when they are recognized as best practice. A food bank leader described federal food aid cuts and disruptions to deliveries, while other witnesses stressed that nonprofits are increasingly forced to use reserves, loans, or service reductions to manage cash flow gaps.
Committee members generally expressed support for the sector and asked how the state could better partner with nonprofits during both disasters and budget crises. Several members raised the possibility of incremental steps if full legislative changes are not immediately feasible, and witnesses suggested pilots, better sharing of best practices, and stronger state leadership on payment timelines. Public commenters echoed the need for better contracting practices, support for community-based organizations, and attention to nonprofit worker compensation and protections. No formal votes or committee actions were taken in the hearing, which concluded with adjournment.
NM
Transcript Highlights:
- I came out of law school and joined the Model Spurling law firm in Albuquerque.
- They have to listen to me a lot, talk about how I think, and I think most of them can predict pretty
- They're expected to be able to understand and predict what judges will interpret those laws to mean,
- of the things this committee does, and will continue to do, I think very useful, is I'm trying To model