Video & Transcript Research : 'predictive models'
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AZ
Transcript Highlights:
- In fact, the predictions from SEMI are that there will be four more fabs in Arizona over the next several
- unlocking information about possible water streams that we can reuse, and then do a tremendous amount of modeling
- so we can predict if this water stream is used in a particular application, it's not going to cause
Bills:
SB1041
Keywords:
electronic monitoring, nursing care, assisted living, resident rights, privacy, consent, surveillance, 1182, all
Summary:
The committee convened and announced that Senate Bill 1041 would not be heard, with the meeting limited to a presentation to keep the schedule moving. Brian Jenkins of Nalco Water, part of Ecolab, gave an informational presentation on the company’s work in the semiconductor industry, especially in Arizona. He described Ecolab’s role in helping chip manufacturers maximize production while reducing water and energy use, including data management, water reuse and recycle systems, and energy optimization for fabs. He also discussed anticipated semiconductor growth in Arizona, citing SEMI data projecting four additional fabs in the state over the next several years.
Jenkins emphasized the high water and energy demands of semiconductor fabrication, explaining that fabs can use billions of gallons of water annually and that chip features have become extremely small, increasing the need for precise, resource-intensive manufacturing. He outlined technologies Ecolab uses to identify reusable water streams, model treatment options, and design and operate reuse systems, including treatment of hydrogen fluoride, CMP wastewater, and neutralized acid waste. He gave an example of a fab where Ecolab’s work reduced water consumption by 11 million gallons per year, cut contaminant discharge by 64%, and saved about $675,000 annually.
Members thanked Jenkins for the presentation and referenced a prior tour of the facility. They discussed the importance of water conservation for Arizona’s growth in chip manufacturing and data centers, and encouraged follow-up conversations outside the meeting. Jenkins invited members to visit Ecolab’s facility in Naperville, Illinois. No votes were taken, and the meeting concluded after the presentation, followed by adjournment as the room was prepared for House members to join.
NM
Transcript Highlights:
- few years ago, as he said, nobody had seen large language models deployed.
- Now, ChatGPT The model he referenced, OpenAI, has 900 million weekly users.
- We talked about the uptick of large language models.
- computing by 2029. predicts them getting to utility-scale quantum computing by 2029.
- But when you're building a business model, everything has to work.
NM
New Mexico 2025 Regular Session
IC - Courts, Corrections and Justice Nov 6th, 2025
Courts, Corrections & Justice Committee
Transcript Highlights:
- I hope that with the Michigan model coming forward, that's something we can support.
- I didn't hear a single word about actuarial models and how those projections compare to New Mexico.
- The second point is that there is modeling that goes on.
- Doctors are in a bad spot, where they're forced to work on productivity models.
- They hire them on productivity models, and they also get rid of their experienced nurses.
KY
Kentucky 2025 Regular Session
Disaster Prevention and Resiliency Task Force (9-10-25)
Transcript Highlights:
- <00:04:50.560>
in this data into the numerical models in this data into the numerical models - It assimilated into numerical models.
- And we've modeled it after MyChart.
- Was this modeled after anything? place? Was this modeled after anything?
- model that's calibrated to the gauge. model that's calibrated to the gauge.
Summary:
The task force met with a quorum, approved the August meeting minutes, and heard a presentation from Dr. Jerry Brosky of the Kentucky Mesonet and Kentucky Climate Center. He described the Mesonet’s statewide weather network, now with 84 stations in 78 counties, real-time data used by the National Weather Service, mobile apps, and more than a billion observations. He said recent legislative funding has allowed upgrades such as soil temperature and moisture sensors, cameras at every site, and improved communications and power systems, and has enabled expansion into new counties. He also highlighted products used for flooding, drought, and heat safety, including a wet bulb globe temperature tool being developed with the Department of Public Health. In response to questions, he said counties interested in a station should contact his center, that a station typically costs about $50,000, and that the program is already considering a second Pike County site.
The committee then heard from Ryan Drain of Blue Skies and Chris McGee of the American Red Cross on long-term disaster recovery and a software platform called Darcy, short for Disaster Aware and Ready Communities Initiative. McGee explained the Red Cross’s long-term recovery work, including support for recovery groups, direct financial assistance, grantmaking, and coordination with local and federal partners. He emphasized that disasters are occurring more frequently and with repeated impacts, and shared examples from Kentucky and other states showing the need for organized recovery and storm shelter support. Drain said Darcy was developed after the 2021 Mayfield-Graves tornado recovery to replace fragmented spreadsheets and PDFs with a centralized, survivor-led system for preparedness, response, and recovery, designed to improve coordination, reduce duplication, and shorten recovery time. No votes or formal actions were taken beyond adoption of the minutes.
MN
Minnesota 2025 1st Special Session
Elections panel considers redistricting commission bill, HF550 2/24/25
Minnesota House Floor Meeting
Transcript Highlights:
- I would say I think we need an actual independent redistricting model.
- I would love to work on it with model I would love to work on it with you<00:15:13.800>
I <00: - We have concerns with the model process and criteria laid out in House File 550.
- We have concerns with the model process and criteria laid out in House File 550.
- We have concerns with the model process and criteria laid out in House File 550.
CA
California 2025-2026 Regular Session
Assembly Budget Subcommittee No. 4 on Climate Crisis, Resources, Energy, and Transportation Mar 5th, 2025
Transcript Highlights:
- I think everybody realizes there are many new risks out there, including a prediction that the GDP for
- So when you talk about the value of weather predictions, and, you know, we have to work together...
- We've done a lot of the modeling work ahead of time.
- Projects that we've seen in the past that have used this model are closer to six years or... ...that
- we've seen in the past that have used this model are closer to six years or less, and this is a model
Summary:
The Assembly Budget Subcommittee on water and coastal resilience heard an overview of the governor’s Proposition 4 spending plan, with presentations from the Department of Finance, the State Water Resources Control Board, the Department of Water Resources, the Legislative Analyst’s Office, and later coastal agencies. Members discussed the water chapter’s major allocations for drinking water and wastewater, recycled water, tribal water infrastructure, groundwater recharge and SGMA implementation, dam safety, flood protection, integrated regional water management, Salton Sea projects, and water data/stream gauges. The LAO noted that many programs are established and have clear funding processes, but some newer or less-defined programs may warrant more detailed future budget requests and reporting. No votes were taken on the agenda items.
Members raised concerns about groundwater subsidence, water deliveries from the Delta, the pace of water storage investments, instream flows, and whether bond dollars were being used to backfill General Fund reductions. Administration witnesses said groundwater recharge spending is being paced because prior years already funded substantial SGMA work, that Delta operations are governed by water quality, salinity, and species requirements, and that Proposition 1 storage projects have moved slowly because they are locally led and require permitting and financing. The Water Board and DWR said they use public needs assessments, annual plans, and existing grant processes to prioritize projects, and Finance said some General Fund programs were shifted to Proposition 4 to help balance the budget. Members also asked for clearer public tracking of bond spending and more concise future reporting.
In the coastal resilience portion, the Ocean Protection Council and Coastal Conservancy described Proposition 4 funding for sea level rise adaptation, coastal flood management, habitat restoration, public access, and San Francisco Bay projects, with a multi-year rollout based on project readiness and recent large state investments. The Conservancy said it would use its existing rolling grant process, while OPC said its sea level rise grants would build on existing programs and new technical assistance. The Department of Fish and Wildlife explained its proposed use of bond funds for climate-ready fisheries, hatchery modernization, salmon monitoring, whale- and turtle-safe fishing gear, and a specific hatchery operations request tied to the Friant settlement. The LAO said the coastal chapter’s proposed first-year spending is relatively modest but generally reasonable given staffing and project readiness, while members emphasized oversight, transparency, and coordination across agencies and jurisdictions.
NH
New Hampshire 2026 Regular Session
House Science, Technology and Energy (02/02/2026)
Science, Technology and Energy
Transcript Highlights:
- It's fairly straightforward to model.
- It's fairly straightforward to model.
- It's fairly straightforward to model.
- for us to model the NERK um uh standard. for us to model the NERK um uh standard.
- with their existing model with their existing model to<02:58:37.279>
come <02:58:37.520>
NH
Transcript Highlights:
- What it does do is improve predictability.
- Capital flows toward markets that are predictable and more transparent.
- that are predictable and more transparent. transparent. transparent.
- Ultimately, I think this is a model for the nation.
- So the hope is model for the nation.
Summary:
The Judiciary Committee opened a hearing on House Bill 1067-FN, which would formalize and expand mental health courts in New Hampshire and create a grant-based funding structure for them. Representative Mark Pearson, the prime sponsor, described the bill as a bipartisan, compassionate, and cost-effective approach that would connect people with mental illness to treatment and supervision instead of incarceration, while still holding them accountable. He said the proposal was developed with input from the judicial branch, law enforcement, corrections, mental health organizations, and others, and emphasized that local courts could tailor programs to their needs.
Committee members questioned the bill’s fiscal note, whether the legislature had previously studied the issue, how the program would be funded, and whether the bill should more explicitly address treatment, prevention, and data collection. Representative Buzz Sher, who helped develop the bill, explained how mental health courts work, including referral, clinical and public-safety assessments, case management, goal-setting, and graduation from the program. He said existing New Hampshire mental health courts are mostly partial and county-funded, and that the bill would formalize them, set standards, and allow grant funding. He also cited data from Georgia and New Hampshire suggesting significant savings from reduced incarceration and related costs.
Members also raised concerns about due process, whether people not formally charged could be swept into the system, and whether individuals with violent offenses or domestic violence histories could be diverted inappropriately. Sher responded that only people already in the criminal justice process are eligible and that courts use safety assessments to screen out most violent cases. The committee requested that Sher file supporting financial data from other jurisdictions, and he agreed to do so. No vote or final action was taken during the hearing.
TX
Texas 89th 2nd C.S.
Health Care Affordability, Select May 1st, 2026
Health Care Affordability, Select
Transcript Highlights:
- Broad-balance risk pools are a linchpin to predictability and stability of the premiums and improving
- And I would agree premium is being predictable. That's a good part of the equation.
- It is a prediction. Came in, and then now we have Curative, right? And that's it.
- We get new treatments that we have to predict in there.
- And so that's why I've listed the fee-for-service model here.
NM
Transcript Highlights:
- We call it the Cambiar model.
- And then moving forward as we talk about the Missouri, the CAMBR model, we also had a Gavilan model there
- So, I will say, you know, the Missouri model is absolutely considered a model.
- Actually, we went to Missouri and toured the model.
- That goes around the country and does training for the model.
TX
Transcript Highlights:
- They are the predictable result of a changing climate.
- That's improved and updated flood mapping and modeling, which is critical.
- And that fund is used for mapping, modeling, and planning.
- Slide 22, flood mapping and modeling.
- We've committed to base level engineering, which is model-backed proximate... ...is model-backed proximate
Summary:
The House Committee on Natural Resources met to focus on flooding issues across Texas, with particular attention to South Texas and the recent catastrophic flooding in Central Texas. Chair Harris and Vice Chair Martinez emphasized that flooding is a statewide problem requiring continued legislative attention. The committee heard invited testimony from Hidalgo County Commissioner David Fuentes and Hidalgo County Drainage District No. 1 General Manager Raul Sassine, who described the March flood event in Hidalgo County, including more than 20 inches of rain, six deaths, over $100 million in local damage, widespread road flooding, and repeated shutdowns of Interstate 2 and its frontage roads. They argued that existing drainage systems are under capacity, that TxDOT projects must account for downstream drainage impacts, and that local governments have already invested heavily in mitigation through bonds and partnerships.
Fuentes and Sassine also described the county’s long-term flood mitigation and water-reuse efforts, including the Delta region water management project, which would capture stormwater, runoff, and treated effluent, reduce flooding, and create potable water supply. They said the drainage district manages about 780 miles of channels and 1,100 acres of detention facilities, has used prior Flood Infrastructure Fund and GLO grants, and has ongoing applications for additional state and federal assistance. Members discussed the need for TxDOT coordination, emergency access on frontage roads, local “skin in the game,” and the possibility of combining flood control with aquifer recharge and water supply projects.
Texas Water Development Board Executive Administrator Brian McMath then presented an overview of the state’s flood planning and funding framework, including the post-Harvey legislative changes that created the Flood Infrastructure Fund, the Texas Infrastructure Resiliency Fund, and the regional/state flood planning process. He summarized the first state flood plan adopted in 2024, noting that about one in six Texans live or work in known flood hazard areas and that regional plans identified 4,609 flood risk reduction solutions with an estimated cost of $54.5 billion. He also reviewed TWDB programs for flood grants, community assistance, flood insurance compliance, stream gauges, TexMesonet, flood mapping, and the TexasFlood.org viewer. Members asked about drainage fees, technical assistance, gauge placement, the relationship between flood maps and FEMA FIRMs, and whether flood mitigation funds could support aquifer storage and recovery or recharge projects; TWDB staff said such projects can be eligible if they include flood mitigation components, but direct technical assistance cannot be paid from Flood Infrastructure Fund dollars. The committee concluded by expressing interest in further study of combining flood mitigation with aquifer recharge, and then adjourned.
FL
Florida 2026 4th Special Session
January 14, 2026 - 04:00 PM
Transcript Highlights:
- to care and by doing so, it continues to loud facilities to still have a choice of their care team model
- However, this model is no longer beneficial for the nursing profession.
- Mental health care is still medical care and no practitioner can predict the medical complexity of their
- practitioner can predict the medical complexity of their patients.
NH
New Hampshire 2026 Regular Session
Senate Energy and Natural Resources (01/27/2026)
Energy and Natural Resources
Transcript Highlights:
- <00:25:34.400>
And <00:25:34.720>not models of generating facilities. - And not models of generating facilities.
- That's what I'm looking different model.
- if you're the one generating predictable if you're the one generating the<01:59:12.560>
power. - And when it predictable the capacity is.
WY
Transcript Highlights:
- There are really four major changes with this bill from previous iterations of this model.
- The first is the codification of the model for local government direct distributions and the formula
- Gives us the ability to have predictability and stability.
- <00:28:18.080>
And have predictability and stability. - And have predictability and stability.
Bills:
SF0052
MN
Minnesota 2025 1st Special Session
Transportation committee approves HF5 1/22/25
Transcript Highlights:
- able um funding sources for predict able um funding sources for their<00:30:30.240>
transportation - is significantly less than ours, a little more than half of ours, and they continue to tweak their model
- is significantly less than ours, a little more than half of ours, and they continue to tweak their model
- is significantly less than ours, a little more than half of ours, and they continue to tweak their model
- because it's fairly to tweak their model because it's fairly unpopular<00:37:01.040>
in <00:37
Summary:
House File 5 was heard in the Transportation Committee and moved by the author, Representative Jim Joy, to be referred to the Tax Committee. Joy described the bill as a package to make Minnesota more affordable by fully eliminating the Social Security tax subtraction, ending the motor fuels tax indexing, repealing the retail delivery fee, and studying vehicle registration/license taxes compared with neighboring states. Committee fiscal staff explained the bill’s fiscal effects across the general fund, highway user tax distribution fund, transportation advancement account, and metro county sales tax allocations, including that the delivery fee repeal would reduce Transportation Advancement Account revenue and that the bill would shift some revenue sources to offset losses.
Several stakeholders testified. The Minnesota Grocers Association strongly supported repealing the retail delivery fee, arguing it is costly and complex for retailers to administer, especially small businesses, and that the costs are ultimately passed on to consumers. The Minnesota Propane Association also supported repeal, saying the fee is burdensome for propane businesses, that only a small share of deliveries are actually subject to it, and that compliance costs can exceed the fee revenue collected. Fiscal staff noted that delivery fee revenue forecasts have fallen below earlier projections, and explained that the fee is imposed on sellers with several exemptions, including a $100 transaction threshold and exemptions for some sales such as bars, restaurants, nonprofits, and certain small businesses.
Opposition came from local government groups. The League of Minnesota Cities said it supported the Transportation Advancement Account and its 2023 funding sources, including the delivery fee and motor vehicle parts sales tax, and warned that the bill would prematurely alter a funding structure that cities rely on for predictable transportation revenue. The Minnesota Association of Small Cities said small cities had long lacked dedicated transportation funding and wanted a stable, ongoing revenue stream, but were neutral on the exact source as long as it was reliable. Metro Cities echoed support for stable, predictable transportation funding for metro-area cities. The committee took testimony and discussion only; no final vote was recorded in the excerpt beyond the motion to refer the bill to the Tax Committee.
FL
Florida 2026 Regular Session
FL House Floor Session - 2026-01-14 (4:00PM Session)
Florida House Floor Meeting
Transcript Highlights:
- GRANT IS DESIGNED TO IMPROVE HEALTHCARE ACCESS TO RURAL COMMUNITIES BY SUPPORTING INNOVATIVE CARE MODELS
- A SCHOOL ZONE, TOOK YOUR GET TO THE SCHOOL, THE STATE PAID THE DISTRICT, THAT'S THE WAY IT WAS, PREDICTABLE
- IN THIS DYNAMIC CHOICE ENVIRONMENT THE 1972 FUNDING STRUCTURE DESIGNED AND DEPENDENT ON HIGH PREDICTABILITY
- THE AUDITOR GENERAL SCRUTINIZES OUR FUNDING MODEL AS PAY AND CHASE THEY DON'T MEAN IT AS A COMPLIMENT
- SCHOOLS, CHARTER SCHOOLS, PRIVATE SCHOOLS, GREAT VIRTUAL SCHOOLS BUT EVERYBODY DOESN'T FIT INTO THAT MODEL
TX
Transcript Highlights:
- I predict causing. So I'm going to go down.
- So yes, if your business model is producing flour for that purpose, and I...
- They built a market and a business model around vulnerable groups. Veterans are one.
- Predictably, this is where we're at, but I'm not even going to say that.
- So I can't predict with certainty because I don't go into the hemp shops.
Keywords:
hemp regulation, consumable products, cannabinoids, occupational licenses, criminal offenses, SB 11, Texas attorney general, election crimes, election law enforcement, criminal prosecution, Election Code, Government Code Chapter 402, local prosecutors, county attorney, district attorney, grand jury, probable cause reports, state election offenses, voter fraud, election integrity
OK
Oklahoma 2026 Regular Session
Senate Legislative Session Apr 22nd, 2026 at 01:30 pm
Oklahoma Senate Floor Meeting
Transcript Highlights:
- The predictions market is sports betting you can Legally make that bet right here in Oklahoma right now
- Somebody told me the other day the predictions market has an over and under on servicemen and women killed
- Per the markets, the prediction markets are in a lawsuit right now because the bet was whether or not
- of Iran would leave office by 1-day. 5 million dollars was won, but 0 was paid out because the prediction
- The prediction markets don't care if you have a gambling problem and it's here now.
Bills:
HB3834, HB3940, HB4346, HB2947, HB3257, HB3264, HB4326, HB4421, HB3944, HB3979, HB4118, SCR22, SB169, HB1047, HB2123, HB2650, HB3260, HB3403, SR41, HB3649, HB3742, HB3831, HB3996, HB4321, HB4339
Keywords:
HB3834, Oklahoma Breakthrough Therapy Act, ibogaine, ibogaine-based therapeutics, ibogaine analogs, clinical trials, FDA approval, breakthrough therapy designation, opioid use disorder, substance use disorder, traumatic brain injury, mental health, neurological disorders, drug development, public-private partnership, State Department of Health, intellectual property, revolving fund, research funding, medical licensing
CA
California 2025-2026 Regular Session
Assembly Aging and Long-Term Care Committee Apr 21st, 2026
Transcript Highlights:
- Continuing care retirement communities, or CCRCs, operate under a repayable entrance fee model where
- At its core, the bill ensures a more predictable and equitable process for returning funds that rightfully
- This seems logical, but it's not always the most efficient or predictable way to repay entrance fees.
Summary:
The Assembly Aging and Long-Term Care Committee met on April 21 and heard three bills. AB 1819 by Assemblymember Sanchez would require buildings serving 50 or more people to have an automated external defibrillator on site. Sanchez said the bill is intended to protect older adults and other community members by improving access to life-saving emergency equipment; supporters included recreation and park districts and respiratory care professionals. The committee members present voted in favor, and the bill was passed as amended and re-referred to Appropriations, with the roll held open for absent members.
AB 1983 by Assemblymember Blanca Rubio would create an optional sequential repayment method for continuing care retirement communities, allowing entrance fee repayments to be made in the order residents leave rather than waiting for a specific unit to be reoccupied. Rubio and Erickson Senior Living argued the change would make repayments more predictable and equitable while preserving consumer protections. Support also came from LeadingAge California and the California Assisted Living Association. The committee approved the bill and sent it to Human Services, again holding the roll open for later votes.
AB 2037 by Assemblymember Patterson would establish a pilot grant program to help seniors and people with disabilities harden their homes against wildfire risk, with Patterson describing it as a way to support property maintenance and reduce wildfire spread. The California Foundation for Independent Living Centers, AARP California, and local officials testified in support, and committee members accepted amendments to add another county to the pilot. The committee voted to pass the bill as amended and re-refer it to Appropriations. After the initial votes, add-on votes were recorded and the committee adjourned.
CA
Transcript Highlights:
- Because we cannot predict auction revenues or results, this slide uses a $30 per allowance assumption
- They are very hard to predict.
- And so I think we're all trying to be a little bit humble in trying to predict them.
- As the LAO noted, it's very difficult to predict GGRF revenues.
- Well, I appreciate that you've done that modeling, and you do have some projections there.
Summary:
The Senate Environmental Quality Committee and Senate Budget and Fiscal Review Subcommittee No. 2 held a joint hearing on CARB’s proposed amendments to the cap-and-invest regulations. Opening remarks from senators emphasized the 2025 reauthorization of the program through AB 1207 and SB 840, and focused on whether CARB’s April revisions faithfully implement legislative intent while balancing climate ambition, affordability, leakage prevention, and the Greenhouse Gas Reduction Fund (GGRF). Several senators raised concerns that the proposal could reduce GGRF revenues, weaken funding for transit, affordable housing, wildfire prevention, drinking water, and other community programs, and shift too much support toward industry. Others stressed the need to protect businesses and consumers from higher costs and to avoid leakage and refinery closures. Senator Cortese’s statement, read into the record, warned that the proposal could jeopardize transportation funding commitments.
CARB Chair Lauren Sanchez said the amendments respond to legislative direction and public comment, and described four main changes: increased electric bill credits, a larger manufacturing decarbonization incentive (MDI), additional compliance support for industry, and removal of post-2030 allowance allocations from the current rulemaking. She said the proposal keeps the cap aligned with 2030 and 2045 targets, maintains affordability protections, and is intended to reduce emissions while minimizing leakage and supporting in-state jobs. CARB staff also said the MDI would have guardrails, require applications and reporting, and be tied to emissions-reducing facility upgrades. The Department of Finance explained that GGRF revenue estimates are highly uncertain and are updated periodically based on auction data.
The Legislative Analyst’s Office said the amendments are significant and could materially affect environmental ambition, industry support, utility credits, and GGRF revenues. LAO highlighted that the MDI could add allowances above the cap, potentially reducing certainty that 2030 targets will be met, and noted that the proposal appears to shift more allowances to industry and fewer to GGRF than current regulations. LAO also said the proposed GGRF estimate of about $8 billion through the decade could be insufficient to fully fund lower-priority tiers of programs. In questioning, senators pressed CARB on whether the proposal would raise consumer costs, whether free allowances or MDI funds would actually lower prices at the pump, how leakage is measured, and whether the Legislature’s budget assumptions would need to be revised before final action. No votes were taken during the hearing; the discussion was informational and focused on questioning CARB and fiscal staff ahead of the board’s planned May 28 consideration of the amendments.