Video & Transcript Research : 'predictive models'
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CA
California 2025-2026 Regular Session
Assembly Budget Subcommittee No. 3 on Education Finance Mar 17th, 2026
Transcript Highlights:
- Although compacts are intended to provide predictable funding to UC, actual appropriations are ultimately
- I also want to note that the university has a tuition stability plan, which has kept tuition predictable
- Moderate and predictable tuition increases are necessary to sustain the quality of education that our
- Predictable tuition increases are necessary to sustain the quality of education that our students deserve
- Predictable tuition is dependent on the fulfillment of the compact.
Summary:
The Assembly Budget Subcommittee on Education Finance, chaired by Assemblymember Alvarez, held a hearing focused on University of California budget issues. The committee reviewed UC core operations funding, enrollment trends, federal funding threats, Title IX implementation, and basic needs support. Major themes included the end of the Governor’s multi-year UC compact, the state’s fiscal outlook, UC’s enrollment growth, and the potential impacts of federal policy changes on research, health care, and student aid.
On core funding, the Department of Finance described the Governor’s proposal to continue compact-related support, defer some payments, and authorize a cash-flow loan. The LAO recommended a smaller or no base increase, earmarking some funds for capital renewal, retiring deferrals when possible, avoiding new compact commitments, and funding UC annually rather than through compacts. UC argued that the compact has supported enrollment growth, student services, and operating costs, but said campuses face rising expenses, structural deficits, and limited reserves. Members questioned the effects of deferrals on students and discussed the need to prioritize less harmful reductions if cuts become necessary.
The enrollment panel focused on UC’s growth in California resident enrollment and the nonresident replacement plan at Berkeley, UCLA, and UC San Diego. The LAO recommended maintaining the current enrollment target, funding enrollment separately from base increases, pausing the nonresident replacement plan, and holding enrollment flat in 2027-28. UC said it has already met compact enrollment goals, grown California undergraduate enrollment by about 18,800 students, and that further growth depends on ongoing state support. The committee also discussed the cost of enrollment growth, possible differential nonresident tuition, and a reporting request for UC to analyze the nonresident replacement approach; the motion to adopt supplemental reporting language passed.
The hearing also covered federal funding risks, with the LAO and UC warning that federal changes could affect research grants, medical center reimbursement, and student financial aid. UC said research cancellations and suspensions are disrupting labs and graduate student support, while federal health policy changes could increase uncompensated care at UC hospitals. In the Title IX update, UC described its systemwide civil rights structure, annual student training, and campus support offices, and members praised the work while asking about ongoing concerns and intersegmental collaboration. The final basic-needs item began with Finance stating the Governor’s budget does not change ongoing support, but the transcript cuts off before further discussion or action.
US
US Federal 2025-2026 Regular Session
Hearings to examine the President's 2025 trade policy agenda. Apr 8th, 2025 at 09:00 am
Finance Committee
Transcript Highlights:
- The nonpartisan Yale Budget Lab predicts the tariffs will cost families $3,800 in the first year alone
- be in place for a very long time because what capital wants is consistency and stability. and predictability
- So look, economists are predicting that Trump's trade war is going to cost American families about $4,000
- If Congress doesn't stand up to Trump, economists predict a recession. before the end of the year, and
- As Fed Chair Powell has predicted, will you reverse course then?
Keywords:
tariffs, Trump administration, economy, public testimony, trade policy, market access, export controls
Summary:
The meeting focused on various significant topics concerning the recent tariff policies and their wide-ranging implications on the American economy. Members expressed their concerns regarding the negative impact of increased tariffs as proposed by the Trump administration, with specific emphasis on how families might suffer from higher costs and market access issues. The discussion was lively, with members questioning the clarity of the tariff plan and raising concerns about its potential effects on small businesses and American exports.
MN
Minnesota 2025-2026 Regular Session
Regulating Artificial Intelligence / Legislation to Stop Dangerous Deepfakes Mar 16th, 2025
Minnesota Senate Floor Meeting
Transcript Highlights:
- They can predict which applicants may have a baby in the next 10 years and eliminate those applicants
- could look at job applicants and, just by doing a background internet analysis of those applicants, predict
- those applicants internet analysis of those applicants they<00:09:55.320>
can <00:09:55.600>predict - <00:09:56.399>
which <00:09:56.640>applicants <00:09:57.279>may they can predict - which applicants may they can predict which applicants may have<00:09:58.000>
a <00:09:58.120>
MN
Transcript Highlights:
- What I would note is that this is modeled after many of the things that we have done for tobacco.
- So, the comment about streamlining certainly perked up my ears, but I also know that this is modeled
- know that this is modeled after how we<00:38:43.040>
have <00:38:43.280>limited <00:38: - He said the chaos has stagnated the market and that they had predicted it on the floor.
- One was relating to prediction markets. This was Senator Marty's Senate file.
NH
New Hampshire 2025 Regular Session
House Education Funding (01/21/2025)
Transcript Highlights:
- program, the building was not built when special education came into existence, and therefore the model
- <00:35:35.079>
and <00:35:35.240>therefore <00:35:35.680>the <00:35:35.839>model - into existence and therefore the model into existence and therefore the model that<00:35:36.359>
- I'm looking at the last sheet, which is the financial that you predicted or proposed that this may cost
- <02:36:52.040>
or the financial that You' predicted or the financial that You' predicted or
Summary:
The committee held a hearing on HB 366, which would increase school building aid for eligible projects. Representative Cahill, the prime sponsor, said the bill would raise the annual minimum from $50 million to $60 million and help address a long backlog of school construction and renovation needs after years of a moratorium on applications. He argued that districts forced to build during the moratorium were left to shoulder costs through local property taxes, and he cited examples such as Londonderry, Claremont, and other communities with aging or inadequate facilities. He also said the current aid structure, including paying 80% upfront and 20% at completion, concentrates too much spending at once and limits how many projects can be funded.
Several committee members asked about the fairness and structure of the program. Representative Maguire questioned whether aid should be distributed more broadly to all districts rather than only a few selected projects, and Representative Luneau noted that the committee would also be considering related bills on catastrophic aid, special education aid, and the school foundation formula. Cahill responded that building aid has historically been targeted to property-poor communities and that the state should be a reliable partner in school construction. He also said the bill includes a small retroactive component for communities that built during the moratorium, which he described as a compromise.
Testimony in support came from Representative Cluder, who described Claremont’s Stevens High School project as a case where a bond issue narrowly failed and the city later had to fund renovations without state aid, contributing to high property taxes. He said the bill would help property-poor communities and urged passage. Tony Weinstein of New Market also supported the bill, saying his community had serious facility and safety needs, had moved forward with scaled-back renovations during the moratorium, and still faced debt-service burdens without state participation. Robert Thompson, superintendent in Hampstead, testified that his district needs an addition for overcrowding, safety, and special education space, and said building aid would help reduce out-of-district placements and transportation costs. No vote was taken in the hearing.
CA
California 2025-2026 Regular Session
Assembly Agriculture Committee Apr 15th, 2026
Transcript Highlights:
- requiring a more structured annual expenditure plan that allows resources to be distributed more predictably
- allocation, this bill helps ensure the dollars move faster. ...more efficiently and with greater predictability
Summary:
The committee opened with routine announcements, including hearing logistics, public comment instructions, and a brief “fun fact” about National Pecan Month and Ag Day. After establishing a quorum, the committee took up a consent calendar of four bills—AB 2423, AB 2743, AB 2778, and AB 2779—which were approved unanimously.
The main item heard was AB 1711 by Assembly Member Conley, which would require more timely distribution of state funds for fairs and fairgrounds and expand allowable uses for those funds. The author and the Western Fairs Association argued that fairs are important for agricultural education, local economies, cultural events, and emergency response, and that delayed funding leads to deferred maintenance and higher costs. Several committee members spoke in strong support, noting the importance of county fairs in their districts and their role as community hubs and emergency shelters.
There was no opposition testimony. The committee voted AB 1711 out on a due pass motion to the Appropriations Committee, and the bill ultimately passed unanimously. The meeting then adjourned.
US
US Federal 2025-2026 Regular Session
US House Floor Proceedings (Tuesday, May 13, 2025)
US Federal House Floor Meeting
Transcript Highlights:
- Monagu and the ship that she crafted with her groundbreaking model.
- Monagu and the ship that she crafted with her groundbreaking model.
- The term gold shield families<03:26:18.399>
is <03:26:18.720>is <03:26:19.120>modeled - after the gold families is is modeled after the gold star<03:26:20.960>
families <03:26:21.760 - , as we've talked about before, for model, as we've talked about before, for how<04:20:46.640>
you
MN
Minnesota 2025-2026 Regular Session
Legislative Commission on Pensions and Retirement - 04/14/26
Minnesota Senate Floor Meeting
Transcript Highlights:
- You may be one of the last ones in the seven-county metro area under that model, but boy, when you get
- and is that having a 20-year vesting and is that really<01:51:51.560>
the <01:51:51.680>model - >
we <01:51:52.240>want <01:51:52.400>to <01:51:52.480>have really the model - that we want to have really the model that we want to have going<01:51:53.400>
forward? - And then, two years ago, I would have never predicted that while campaigning, I would have been attacked
Summary:
The Legislative Commission on Pensions and Retirement met on April 14, 2026, adopted the April 7 minutes, and then took up Senate File 4464, which the chair said would be laid over after hearing testimony. The bill would restore continued health insurance coverage for police officers and firefighters in the PERA Police and Fire Fund who suffer documented physical duty-related injuries, addressing the current 5-year cap and the loss of coverage at normal retirement eligibility. Senator Hal Hoffman and Senator Hoffman’s testimony emphasized that the bill is a narrow fix for injured public safety workers and not a broader restructuring of retirement benefits.
Supporters, including Mike Ladue of Law Enforcement Labor Services, several injured officers, Sheriff Ryan Kruger, and Amber Waldner, described the personal and family impacts of severe line-of-duty injuries and argued that coverage should continue to age 65 so families are not left with uncertainty if injuries worsen or force medical retirement. They said the bill would honor the promise made to public safety workers and provide stability for long-term care needs. One witness, Officer Albert, said the 2025 changes significantly reduced the protection he believed he and his family would have if his injury forced retirement.
Anne Finn of the League of Minnesota Cities opposed the bill as drafted, warning that restoring coverage to age 65 for all physical injuries would be fiscally unsustainable without additional state funding. She said the 2025 pension changes were part of a negotiated package, noted that duty disability retirements are common, and argued the employer cost could reach about $500,000 per employee and create significant property tax pressure, especially for smaller communities. She urged the committee to work on a broader solution and said revisiting only one part of the 2025 law would create imbalance.
MN
Minnesota 2025 1st Special Session
House Transportation Finance and Policy Committee 4/11/25
Transportation Finance and Policy
Transcript Highlights:
- >
the <00:29:11.039>skyrocketing <00:29:11.760>cost <00:29:12.000>of predicted - that the skyrocketing cost of predicted that the skyrocketing cost of building<00:29:12.480>
wider - it's appropriate to allow a little more time to stand that program up, to do the traffic demand modeling
- it's appropriate to allow a little more time to stand that program up, to do the traffic demand modeling
- it's appropriate to allow a little more time to stand that program up, to do the traffic demand modeling
Bills:
HF2438
Keywords:
transportation finance, transportation policy, MnDOT, Minnesota Department of Transportation, Department of Public Safety, Metropolitan Council, highway funding, trunk highway fund, county state-aid highway fund, municipal state-aid street fund, state aid roads, local roads, bridge funding, road construction, transit funding, passenger rail, freight rail, aviation, airport development, safe routes to school
MN
Minnesota 2025-2026 Regular Session
Local government zoning authority 3/23/26
Minnesota House Floor Meeting
Transcript Highlights:
- And this bill is about making it easier, faster, more predictable, and as a result, less expensive to
- We recently utilized a land trust model and work collaboratively with Itasca County Housing and Redevelopment
- We recently utilized a land trust model and work collaboratively with Itasca County Housing and Redevelopment
- The provision is modeled after a successful program in Rochester. much of the testimony we heard today
- They say the provision is modeled after a successful program in Rochester. Okay.
HI
Hawaii 2025 Regular Session
HRE Public Hearing 03-11-2025
Transcript Highlights:
- I don't want to say on the present, but you know, you can never predict when a disaster will strike,
- Especially when... ...I don't want to say on the present, but you know, you can never predict when a
- I don't want to say on the present, but you know, you can never predict when a disaster will strike,
- I don't want to say on the present, but you know, you can never predict when a disaster will strike,
- when<00:36:36.400>
a <00:36:36.599>disaster <00:36:36.960>will can never predict
Summary:
The Committee on Higher Education met on March 11 and began with House Bill 442, which would appropriate funds to the University of Hawaiʻi system for nursing programs. University of Hawaiʻi representatives testified in strong support, and several additional supporters submitted testimony. Members asked about a similar Senate measure, and the witness confirmed the university supported that bill as well. No opposition or vote was recorded on HB 442 during the excerpt.
The committee then heard House Bill 1169, a housekeeping measure concerning the University of Hawaiʻi Conference Center revolving fund. Testimony explained that the bill would consolidate existing Conference Center statutes into one centralized fund statute and allow campuses to use the fund more broadly. Members raised no questions, and no vote was taken in the excerpt.
House Bill 185, which would establish a plant-based building materials working group, drew the most discussion. The Department of Agriculture said it supported the intent but wanted baseline research before a larger working group was formed. Supporters argued the measure could help develop a homegrown industry using bamboo, hemp, and other plant materials, create green jobs, and reduce greenhouse gas emissions. Several members questioned whether a formal working group was necessary and whether the work could be done without new legislation. The University of Hawaiʻi later estimated the bill’s requested work would cost about $150,000 over two years to analyze crop options and report findings.
The final measure discussed in the excerpt was House Bill 1320, which requires the University of Hawaiʻi to collect, analyze, and publicly report graduate outcome data and develop a Graduate Outcomes Dashboard. University officials said they already use some data sources but lack a dedicated data-visualization specialist and need additional capacity to consolidate and present the information. Members questioned the need for new positions and funding, arguing the university should use existing resources and that students already have many ways to explore careers. Supporters responded that the dashboard would help students and the state better understand postgraduate outcomes, workforce needs, and program value. No final action or vote was shown in the excerpt.
NH
TX
Transcript Highlights:
- decides, should you go on parole or should you go to the adult prison, and that's a blended sense model
- other places, we've collected the data from those programs, and then run them through scientific models
- The model we would use is six months or a year later, you're grounded for the next five years.
- They cannot predict which kids are going to be unsuccessful in our programming at the time that they
- Now the Judicial Commission on Mental Health is working on sequential intercept model mapping, which
NH
New Hampshire 2026 Regular Session
Senate Executive Departments and Administration (04/29/2026)
Executive Departments and Administration
Transcript Highlights:
- We can't predict in the future what kind of activities they might have, including those specific organizations
- limits what a school could do.<00:08:55.600>
We <00:08:55.800>can't <00:08:56.040>predict - We can't predict in the future what do.
- We can't predict in the future what kind<00:08:57.640>
of <00:08:57.880>activities <00:08
AZ
Arizona 2026 Regular Session
03/24/2026 - House Natural Resources, Energy & Water
Natural Resources, Energy & Water
Transcript Highlights:
- It's about making a critical safety system work better, more efficiently, and more predictably for all
- We support the continuation of the agency and share the goal of improving agency transparency, predictability
- Companies need predictability to responsibly invest in land improvements, equipment, and workforce.
- Predictability to responsibly invest in land improvements, equipment, and workforce.
Keywords:
underground utilities, utility locating, dig safe, call before you dig, 811, excavation safety, damage prevention, one-call center, locate request, white lining, large project coordination, buried infrastructure, subsurface utilities, utility marking, locator wire, locator strip, interactive positive response system, landlord duties, apartment community, mobile home park
Summary:
The committee first received a presentation from the Arizona Water Banking Authority by Dr. Rebecca Burnett. She explained the authority’s role in storing Colorado River water as long-term storage credits, its funding sources, and its obligations to provide backup supplies for CAP municipal and industrial subcontractors, the Hualapai River Indian community, and Nevada. Members asked about future firming for CAP users, recovery of credits, water quality issues, and whether municipalities banking water themselves affects the authority’s supply. Burnett said the authority has no current firming policy for CAP M&I subcontractors, is waiting on Colorado River guidelines, and does not have excess water to bank because no surplus is available. No action was taken on the presentation.
The committee then heard and voted on several bills. SB 1445, as amended, allows small municipalities to test bacteriological samples on site with EPA-approved equipment; the sponsor and a rural mayor argued it would save money and improve responsiveness, while some members questioned whether the change was already possible under existing law. The bill passed 6-4. SB 1137, with a Taylor amendment, modernizes Arizona’s 811 call-before-you-dig system by adding large-project coordination meetings, an interactive positive response system, and related procedures; it passed unanimously 10-0. SB 1287, which expands an existing groundwater use allowance for irrigation grandfathered rights from initial AMAs to all AMAs, passed 9-1.
The committee also considered SB 1335, as amended, which in its final form addressed a temporary continuation of irrigation tied to the Ag-to-Urban program and groundwater savings credits; DWR said the amendment was still a placeholder and needed cleanup, while supporters said it would help manage timing issues for farmers and developers. It passed 5-4. SB 1336 reauthorized the State Land Department through 2030 and added oversight, reporting, and planning requirements; the department was neutral but raised concerns about the proposed oversight committee and implementation details. After debate over the need for another board and the length of reauthorization, it passed 5-4.
Finally, SB 1677 appropriates $3 million to the Department of Forestry and Fire Management for salt cedar mitigation along the lower Gila River corridor. Supporters from Audubon Southwest, the City of Buckeye, and local landowners said the invasive trees increase flood and wildfire risk, consume large amounts of water, and crowd out native habitat; some members raised concerns about herbicide use and wanted more detail on the mitigation plan. The bill passed 9-0. The chair then thanked staff and members, and the meeting adjourned.
NM
New Mexico 2026 Regular Session
House - Consumer and Public Affairs Jan 27th, 2026 at 04:08 pm
House Consumer & Public Affairs
Transcript Highlights:
- We're trying to predict where crime can occur.
- We're trying to predict where crime can occur, making sure that we're preventing violence before it happens
- We're trying to predict her crime. analysis, meaning hot spots, areas where crime can occur.
- We're trying to predict where crime can occur, making sure that we're preventing violence before it happens
HI
Transcript Highlights:
- stakeholders in a regular, ongoing dialogue that would foster the most efficient, transparent, and predictable
- Foster the most efficient<00:25:16.440>
transparent <00:25:17.279>and <00:25:17.440>predictable - efficient transparent and predictable efficient transparent and predictable possible<00:25:18.399
Summary:
The Committee on Housing heard testimony on several housing-related measures. Senate Bill 65 would appropriate funds to the Hawaii Public Housing Authority for rehabilitation and repair of public housing units. Testifiers from the Department of Human Services, HPHA, Catholic Charities Hawaii, and Roar Cares supported the bill, emphasizing that repairing vacant units is a fast, cost-effective way to increase available housing for homeless and elderly residents. HPHA later told the committee it had 139 vacant units, with an estimated average repair cost of about $73,000 per unit. In decision-making, the committee recommended passage of SB 65 with amendments, including an appropriation of $10,147,000, and the motion passed.
The committee also considered Senate Bill 40, which would allow HHFDC to secure a line of credit or other indebtedness for the bond volume cap recycling program. HHFDC supported the measure and explained that Act 35 had provided a $150 million line of credit for fiscal year 2025 only, so this bill would extend that authority; HHFDC said the bonds involved would be revenue bonds. Roar Cares supported the bill, while the chair asked whether the Legislature would need to pass such a bill annually. In decision-making, the committee recommended passage with amendments to specify revenue bonds and noted the administration should study other ways to secure the line of credit without annual legislation.
For Senate Bill 35, which would create a Housing Efficiency and Innovation subaccount within the rental housing revolving fund and allow fund transfers without legislative approval, HHFDC and several others supported the measure, arguing that more flexible fund movement would improve efficiency. The committee adopted a recommendation to pass SB 35 with amendments, including language prioritizing projects on state or county land or projects by entities required to reinvest surplus into housing, and noting nonprofit developers could qualify for prioritization. Senate Bill 42, which would repeal certain 30% AMI set-aside and preference requirements for rental housing revolving fund projects, drew opposition from Catholic Charities Hawaii, which argued the bill would reduce the supply of the most vulnerable housing units, while HHFDC warned it could reduce production of 30% AMI units. The committee deferred SB 42.
The final bill discussed was Senate Bill 75, which would establish a working group to revise the state’s qualified allocation plan and related rental housing revolving fund loan terms and report back to the Legislature. HHFDC and others offered comments, while Catholic Charities asked that the bill be deferred, saying HHFDC already had the capacity to work with the community without a new law. Roar Cares supported the concept but urged broader stakeholder inclusion. In decision-making, the chair said the committee report would note concerns about prior QAP revisions and the need for more transparent, ongoing stakeholder participation, and the committee recommended passage of SB 75 without amendments. All recommendations were adopted, and the hearing adjourned.
HI
Hawaii 2026 Regular Session
HOU-EDU, HOU Public Hearings 03-17-2026
Transcript Highlights:
- and based on that forecast for the, this is the fair share I'm talking about, you're gonna kind of predict
- and based on that forecast for the, this is the fair share I'm talking about, you're gonna kind of predict
- and based on that forecast for the, this is the fair share I'm talking about, you're gonna kind of predict
- and based on that forecast for the, this is the fair share I'm talking about, you're gonna kind of predict
- and based on that forecast for the, this is the fair share I'm talking about, you're gonna kind of predict
Summary:
The joint House committees on Housing and Education heard HB 1713, HD1, which would repeal school impact fees and transfer remaining balances in the school impact fee and certain fair share accounts to the school facilities special fund. The Department of Education testified in opposition, while the Hawaii Housing Finance and Development Corporation, the Attorney General’s office (with comments and suggested constitutional amendments), the Department of Hawaiian Home Lands, the School Facilities Authority, Grassroot Institute of Hawaii, NAP Hawaii, Avalon Development Company, Mark Development, Maui Chamber of Commerce, Housing Hawaii’s Future, Landis Research Foundation, BIA Hawaii, and others testified in support. The Tax Foundation of Hawaii offered comments. The DOE said the bill would weaken a key tool for matching school facilities to residential growth, while supporters said the current program leaves funds unused or restricted in ways that limit their effectiveness.
A lengthy discussion followed about the difference between the older school impact fee program and the separate fair share agreements tied to land use entitlements and change-of-zone approvals. DOE Deputy Superintendent Jesse Suki explained that fair share funds are tied to the district where they were collected, may be too small to build a full school on their own, and are held until needed for projects such as Core Ridge, Central and West Maui, and other planned schools. Committee members pressed DOE on why funds had remained unspent for years, how much money was in the accounts, and whether the department had reviewed audit findings about the program. Members also questioned whether homeowners ultimately bear these costs through developers passing them along.
The committee did not take a vote during the portion of the meeting provided. The discussion ended with members and DOE debating whether the current statute should remain in place, whether past entitlements should be affected, and whether the bill should be amended to better address remaining construction-related obligations and the use of collected funds.
MN
Transcript Highlights:
- engineering, and others to talk through how this program might be used and how we can ensure a stable and predictable
- engineering, and others to talk through how this program might be used and how we can ensure a stable and predictable
- engineering, and others to talk through how this program might be used and how we can ensure a stable and predictable
- engineering, and others to talk through how this program might be used and how we can ensure a stable and predictable
- How this program might be used and how we can ensure a stable and predictable funding source for the
TX
Transcript Highlights:
- Their business model will not work if they sell only THC products less than 0.3%.
- There is still, even if we have a framework where stuff is easier for us to test, and this I can't predict
- So if we were to go to a regulation model, pass legislation and a regulation model, do you current, does
- We have model state bills. I would look to Virginia as a great model.
- . ...in youth use after regulation, and numerous workable regulatory models.
Summary:
The House Committee on Public Health heard House Bill 5, a proposal to ban THC products outside the Texas Compassionate Use Program while allowing non-intoxicating CBD and CBG products under tighter regulation. Chair Van Deaver gave a lengthy background on the 2018 federal Farm Bill and Texas’s 2019 hemp law, arguing that the lack of guardrails allowed a large, unregulated THC market to develop. HB 5 would impose licensing fees, product registration, testing and inspection requirements, and restrictions intended to keep products away from children.
Invited witnesses from law enforcement strongly supported the bill. Steve Dye of the Texas Police Chiefs Association and Brian Hawthorne of the Sheriffs’ Association of Texas argued that THC consumables are widely mislabeled, often far more potent than advertised, and linked to youth access, impaired driving, and organized crime. Both said regulation would be ineffective and would amount to legalization, while a ban would be easier for officers to enforce. They also emphasized support for the Texas Compassionate Use Program and said medical THC should remain available.
Dr. Peter Stout of the Texas Association of Crime Lab Directors and Alice Amelot of Texas DPS testified as resource witnesses about forensic testing. They said current lab resources are already stretched thin, that quantitative testing for THC and related cannabinoids is expensive and time-consuming, and that a ban would simplify enforcement because labs could focus on presence/absence testing rather than concentration. Amelot said DPS labs are neutral on the bill but explained that mislabeled products and inaccurate certificates of analysis are common. Committee members asked about traffic safety, impairment, youth use, and the costs of enforcement and lab testing; witnesses repeatedly said the bill would reduce complexity for law enforcement but that any approach would still require more resources for labs.