Video & Transcript Research : 'longitudinal analysis'
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MN
Transcript Highlights:
- We also utilize data available to us in the Statewide Longitudinal Educational Data System, SLEDS, as
- <00:16:18.720>
educational <00:16:19.279>data <00:16:19.560>system longitudinal - However, yeah, I will say that that data is available primarily through our longitudinal data system,
- data system which our longitudinal data system which really<00:17:54.840>
uh <00:17:54.960> - <01:24:12.280>
around survey and a landscape analysis around survey and a landscape analysis
AZ
Transcript Highlights:
- And to your point, impact fees all go through a proportional share analysis. Yeah. Okay, thank you.
- Just OSPB and JLBC will do their analysis, and they'll determine whether conforming with the changes
- Revenue and the city, town, or county where the manufacturing facility is located to provide for an analysis
- Additionally, the bill ensures an analysis of the direct and indirect revenues, as was also discussed
- A constituent brought this bill to me because when they did this analysis and they're a financial advisor
Bills:
HB2091, HB2140, HB2320, HB2384, HB2398, HB2502, HB2780, HB2918, HB2939, HB2950, HB2999, HB4020, HB4026, HB4029
Keywords:
insurance, financial surveillance, regulations, assessments, Arizona Revised Statutes, investment, state treasurer, gold bullion, treasury management, financial regulations, school districts, bonds, financial advisors, elections, municipal advisors, cost of borrowing, lease agreements, school property, tax exemptions, impact aid revenue bonds
Summary:
The Senate Finance Committee approved the minutes from March 16, 2026, then heard testimony on a series of bills, with the chair noting that testimony and votes would be handled in batches because members were coming and going. HB 2939 would raise the rural qualified facilities tax credit from $20,000 to $25,000 per job for certain projects with initial investment under $2 billion. Lucid Motors supported the change as a tool to attract manufacturing jobs to rural Arizona, while opponents questioned whether the higher credit would actually create new jobs and pointed to a fiscal note that could reach $48 million. The committee later passed the bill 5-2.
HB 2950 would authorize municipalities and counties to form tourism improvement areas funded by lodging business assessments for marketing and tourism promotion. The Arizona Lodging and Tourism Association and Visit Phoenix supported the measure, describing TIAs as voluntary, locally controlled tools already used in other states and useful for rural destinations; senators pressed on whether the assessments were truly voluntary and how the districts would be formed and administered. The bill passed 5-2. HB 2780, a technical cleanup bill related to property tax lien foreclosure and excess proceeds sales, was described as conforming changes to a prior law creating a mechanism for delinquent taxpayers to recover equity; it passed 6-1.
HB 2502 would allow certain ASRS members who are elected officials to retire at normal retirement age without resigning their elected office, with the employer paying the alternate contribution rate. ASRS said it was neutral, and the sponsor and a lobbyist argued the bill would create parity with non-elected members who can retire and return to work; the committee passed it 5-2. HB 2140, as amended by a striker, would let the state treasurer invest up to 10% of trust and treasury monies in physical gold or silver bullion held in secure U.S. depositories. The sponsor and Sound Money Defense League supported it as a diversification and inflation hedge, while opponents argued gold is volatile, costly to store, and not a better use of taxpayer funds; the committee adopted the striker and passed the bill 4-2.
HB 2398 would require commercial liability insurance for watercraft rented or hired in Arizona, including peer-to-peer boat-sharing programs, while not affecting ordinary personal boat ownership. The sponsor, insurers, and rental operators said the bill responds to uninsured boats being rented through apps and to safety and liability problems; some members said training should also be addressed. The committee adopted an amendment and passed the bill 6-1. Finally, HB 2999 would create state affordable infrastructure districts to finance public infrastructure for housing through bonds, taxes, and assessments, with unanimous landowner consent and disclosure requirements. Home builders and contractors said the districts could lower upfront housing costs and improve financing, but contractors sought stronger payment protections and some senators worried the bill could add red tape and costs without guaranteeing savings to homebuyers. After adopting a large amendment, the committee passed HB 2999, though at least one member voted no and another passed on the vote.
TX
Bills:
HB1523, HB2109, HB2694, HB3525, HB3898, HB4646, HB5188, HB5219, HB5320, HB5651, HB5655, HB5659, HB5662, HB5672
Keywords:
aquifer conservation, Class V injection well, environmental regulation, groundwater protection, municipal water supply, temporary prohibition, water management, reservoir construction, state water plan, Texas Water Code, environmental impact, Brazoria Drainage District, commissioners, elections, vacancies, resignation, HB 3525, North Texas Groundwater Conservation District, groundwater permit, permit amendment
Summary:
The Committee on Natural Resources heard House Bill 2109, which would remove certain long-proposed reservoir projects from the state water plan after 50 years without progress. Chairman Van Deaver and many landowners, local officials, timber interests, and conservation advocates testified in support, arguing that the Marvin Nichols Reservoir has burdened Northeast Texas landowners for decades with the threat of eminent domain, depressed property values, and uncertainty over homes, farms, ranches, schools, churches, and cemeteries. Supporters also said the project would flood tens of thousands of acres, require extensive mitigation, harm timber and agriculture, and that Texas now has better alternatives such as conservation, reuse, aquifer storage and recovery, and desalination. Several members expressed sympathy for the affected families and questioned whether a project could remain in the plan indefinitely without progress.
Opposition came from North Texas water interests, including the North Texas Commission, Tarrant Regional Water District, and the Texas Water Association, who argued that the bill would interfere with the state’s long-term water planning process and remove needed future supply options for a fast-growing region. They said Region C faces major projected shortages by 2070, that conservation and reuse have already delayed the need for new supplies, and that reservoirs remain one tool in the state’s water-planning toolbox. TWDB staff explained the existing inter-regional conflict process and noted that the substitute would affect several unique reservoir sites, not just Marvin Nichols. After testimony, Chairman Van Deaver closed by urging passage of the bill, but the committee withdrew the substitute and left HB 2109 pending.
The committee then took up House Bill 5188, a brackish groundwater bill. The author said the bill would reduce permitting burdens for wells in designated brackish groundwater production zones, and the committee substitute added requirements on monitoring, groundwater-rights ownership, and allocation of pumpage limits while removing some exclusions and export-fee provisions. Texas Wildlife Association testified against the bill, warning that the exemptions could weaken groundwater conservation districts’ ability to protect freshwater resources and surface-owner rights. San Antonio Water System testified in favor, saying brackish groundwater is a key future supply and that the substitute would help speed development of desalination and brackish projects. The Texas Alliance of Groundwater Districts testified neutrally but raised concerns about reduced district oversight, especially around injection-well exclusions and the loss of export fees, and said discussions on the bill were ongoing.
TX
Bills:
HB1523, HB2109, HB2694, HB3525, HB3898, HB4646, HB5188, HB5219, HB5320, HB5651, HB5655, HB5659, HB5662, HB5672
Keywords:
aquifer conservation, Class V injection well, environmental regulation, groundwater protection, municipal water supply, temporary prohibition, water management, reservoir construction, state water plan, Texas Water Code, environmental impact, Brazoria Drainage District, commissioners, elections, vacancies, resignation, HB 3525, North Texas Groundwater Conservation District, groundwater permit, permit amendment
TX
Transcript Highlights:
- September of 2027, and this just ensures that Texas Water Development Board will to produce accurate analysis
- All we want is a detailed analysis, and that's basically what this is doing.
- correct okay go ahead I was just gonna say the fiscal impact for This is more related to the financial analysis
- this bill is doing is just All that data that you already have compiled, we just want a detailed analysis
- understand how many gallons we understand how many inches we want to know exactly what the detail analysis
Bills:
HB1523, HB2109, HB2694, HB3525, HB3898, HB4646, HB5188, HB5219, HB5320, HB5651, HB5655, HB5659, HB5662, HB5672
Keywords:
aquifer conservation, Class V injection well, environmental regulation, groundwater protection, municipal water supply, temporary prohibition, water management, reservoir construction, state water plan, Texas Water Code, environmental impact, Brazoria Drainage District, commissioners, elections, vacancies, resignation, HB 3525, North Texas Groundwater Conservation District, groundwater permit, permit amendment
TX
Transcript Highlights:
- of Transportation, in partnership with the Texas A&M Transportation Institute, will carry out the analysis
Bills:
HB1589, HB2208, HB2297, HB2560, HB2725, HB3080, HB4417, HB4473, HB4520, HB4662, HB4888, HB4905, HB4906
Keywords:
HB 1589, toll road, toll project, toll project entity, voter approval, local control, county election, commissioners court, Transportation Code, Chapter 372, road construction, highway funding, infrastructure, public referendum, ballot measure, transportation policy, Texas toll roads, regional mobility, toll collection, vehicle registration
LA
Transcript Highlights:
- The study will include the rates for the parish systems, or will it only look at the cost-benefit analysis
Bills:
HR118, HR196, HR237, HR285, HCR85, HB442, HB443, SCR5, SCR29, SCR33, SCR63, SB25, SB202, SB319
Keywords:
water utility, tax credit, excessive rates, residential service, subcommittee, fallen trees, property damage, insurance, property values, hurricanes, storm damage, local government, homeowners, risk management, committee study, census, military population, Department of Defense, representation, federal funding
FL
Florida 2026 Regular Session
Appropriations Committee on Higher Education Jan 15th, 2025
Appropriations Committee on Higher Education
Transcript Highlights:
- Then, of course, we have Heather Gray, who does our vocational rehab, blind services, bill analysis,
- In 2015, we began a longitudinal study that really serves as a cornerstone of where we are now in the
- So the Florida Study of Professionals for Safe Families was a longitudinal study of newly hired workers
- And this is our second longitudinal study based on the success of the first, only this time we are following
- and she will actually be presenting or co-presenting on January 30th on a status of one of the longitudinal
Summary:
The committee held its first meeting of the session and received an overview of the Higher Education Appropriations budget from staff director Tim Elwell. He explained the committee’s broad jurisdiction over universities, state colleges, district workforce programs, vocational rehabilitation, blind services, student financial aid, private colleges, and the Board of Governors, and reviewed key budget concepts such as local funds, funds per FTE, performance funding, and the distinction between the total appropriation and the recurring base budget. He noted that higher education is funded largely through state and local sources, with substantial flexibility compared with other state budgets, and that the base budget is heavily weighted toward lump-sum allocations to the public systems.
The committee then heard a presentation from the University of South Florida’s Florida Center for Cybersecurity (Cyber Florida), led by retired Marine Gen. Frank McKenzie and USF representative Mark Walsh. They described Cyber Florida as a statewide cybersecurity platform created by the Legislature in 2014 to support education, research, workforce development, public policy, and community engagement. McKenzie emphasized the growing cyber threat environment, Florida’s leadership role, and several funded initiatives, including K-12 outreach, workforce training, a cyber range for county governments, critical infrastructure assessments, grant development, and public conferences and outreach. Members asked about public cyber awareness, the lack of a national cyber defense strategy, school district participation in Cyber Launch, and which counties are most at risk; McKenzie said smaller counties with limited cybersecurity staffing are generally more vulnerable and offered to provide follow-up information.
Finally, the committee heard from the Florida Center for Students with Unique Abilities at the University of Central Florida, led by Dr. Drew Andrews, along with program and parent representatives from participating institutions. Andrews explained the center’s role in coordinating Florida’s postsecondary comprehensive transition programs for students with intellectual disabilities, supporting program development, distributing grants and scholarships, and monitoring outcomes. He reported that the state now has 33 approved programs at 35 institutions, including universities, state colleges, and technical colleges, and that scholarship and grant funding has grown significantly. He said student retention is about 88 percent, many graduates are employed, and median hourly earnings have increased over time. A representative from Southeastern University described how the center’s support helped build and sustain SEU Link, including a new third-year employment-focused option for students.
NM
Transcript Highlights:
- Even though there is no appropriation, in your bill under fiscal implications in the analysis from the
- Senator Campos, even though you're not asking for any money in this particular bill, the U.N.M. analysis
- We work on initiatives such as the Office of Special Education, Longitudinal Data System, NMRISE, and
- The strategic collaboration and longitudinal data sharing between NMPED, ECECD, and HED may be interrupted
- The LESC bill analysis stated that there used to be a state superintendent that was abolished in 2003
ND
North Dakota 2025-2026 Regular Session
Higher Education Institutions Committee Apr 9th, 2026
Transcript Highlights:
- I appreciate your analysis about the competition for employees out west.
- But the first one for us was conducting that market analysis.
- This goes to our page of all the work we did as our market analysis.
- Most of these were conducted by the State Longitudinal Data System.
- Some of the longitudinal data is showing that students perform well with dual credit.
Summary:
The Higher Education Institutions Committee met on the Minot State University campus for presentations on campus operations, enrollment, and new academic initiatives. President Shirley reviewed recent audits, noting mostly clean results with only minor technical findings, and highlighted MSU’s broad academic offerings, specialized accreditations, athletics, and partnerships with Minot Air Force Base and the MSU Development Foundation. Members asked about declining interest in teacher education, tuition waivers for athletes, dual credit incentives, and how MSU decides when to launch new programs and avoid duplication within the university system.
Shirley also discussed several workforce-focused initiatives supported by the Legislature’s Workforce Education Innovation Funds, including the purchase of the Trinity Health Center West building for a downtown health sciences hub, a new daycare/preschool partnership near campus, the Aspire program to recruit rural students into teaching, and a paraprofessional-to-special-education degree pathway. Enrollment data showed overall headcount was flat at just under 2,750, but full-time equivalent enrollment rose slightly and new student numbers increased, including the largest freshman class in 15 years. The committee also discussed Minot State’s in-state tuition rate for all students, its dual credit “Emerging Scholars” scholarship, and concerns about the share of high school graduates who do not immediately pursue postsecondary education.
Faculty then presented two new programs funded in part by WEAF: an Innovation Engineering degree and a master’s program in counseling with an integrated addiction studies focus. The engineering program was described as industry-driven, designed with broad early coursework, hands-on learning, and local employer input to prepare students for western North Dakota workforce needs; officials said it had already drawn more applicants than expected and would use renovated library space and donated or grant-funded equipment. The counseling program will be mostly face-to-face with hybrid options, aims to address shortages in mental health and substance use providers, and is structured to help students meet licensure requirements. Committee members asked about startup costs, licensure supervision hours, and whether the programs would be on campus rather than online, and presenters said both programs had recently received required approvals and were moving forward.
OK
Oklahoma 2026 Regular Session
Health and Human Services 2ND REVISED Feb 16th, 2026 at 02:00 pm
Health and Human Services
Bills:
SB1421, SB1427, SB1484, SB1503, SB1553, SB1557, SB1564, SB1566, SB1567, SB1591, SB1642, SB1794, SB1837, SB2044
Keywords:
mental health, nonphysical intervention, training, youth care, conflict resolution, staff training, pediatric screenings, type 1 diabetes, health care providers, parental consent, reimbursement, state funding, public health, medicolegal investigation, medical examiner, coroner, sudden infant death syndrome, SIDS, sudden unexpected infant death, SUID
KY
Kentucky 2026 Regular Session
Government Contract Review Committee (4-13-26)
Transcript Highlights:
- We're trying to track success of the program longitudinally. Yes.
- And and I'm always longitudinally. Yes.
- The prices change yearly based on that actuarial analysis.
- > So<01:06:15.280>
that's <01:06:15.640>why <01:06:15.880>the actuarial analysis - So that's why the actuarial analysis.
Summary:
The committee first approved the March 10 minutes and then moved through a large agenda of contract reviews, including a deferred Kentucky Transportation Cabinet item tied to Louisville bridge tolling and RiverLink. Transportation officials explained that the contract was part of a bi-state arrangement with Indiana: Indiana Finance Authority held the main contract with HNTB, while Kentucky needed a mirror contract to pay its 50% share under the bi-state management agreement. Members questioned why the work was treated as effectively no-bid, how much input Kentucky had in vendor selection, RiverLink’s collection performance, and when tolls might end. Transportation said Kentucky had equal representation in selection, HNTB served as a toll services advisor, collections and customer service had improved, and tolls are expected to remain until debt obligations are paid off in 2058. Several members criticized the company’s past performance and voted no as a statement of concern, but the contract still moved forward.
The committee then deferred a Kentucky State University item because the vendor was not registered with the Secretary of State. It also approved the overall agenda and contract review lists. A Board of Optometric Examiners contract drew significant discussion: board representatives said they had previously relied on the Public Protection Cabinet for legal services, but that office lacked staff and advised them to seek outside counsel. Some members argued the committee could not approve a contract that appeared to conflict with statute, while others said the board should not be left without legal counsel and that the Attorney General should be brought in to resolve the issue. The committee ultimately voted to defer the optometric contract for one month and requested the Attorney General appear at the next meeting.
Finally, the committee reviewed an Administrative Office of the Courts amendment for the Court of Appeals building project. Staff explained that the General Assembly had authorized the project, the design contract had already gone through multiple approved phases, and the current item was only an administrative correction to a prior modification amount. Members approved the amendment, with one member noting appreciation that the project costs had been reduced when an error was found.
MN
Transcript Highlights:
- This is a mixed methods study, meaning that we use different kinds of data at different levels of analysis
- <00:03:25.120>
to <00:03:25.240>document <00:03:25.840>these levels of analysis - to document these levels of analysis to document these experiences.<00:03:27.560>
We <00:03:27.760 - Longitudinal studies linking worker survey data to facility-level administrative and financial records
- Longitudinal studies linking warranted.
KY
Transcript Highlights:
- So, if you look at the longitudinally?
- <00:48:26.200>
comparison have changed the longitudinal comparison have changed the longitudinal - With in talking with longitudinal data?
- So, that's why the longitudinal data.
- data you want with this longitudinal data you want with this bill<00:49:50.880>
because <00:49
NM
New Mexico 2025 Regular Session
IC - Federal Funding Stabilization Subcommittee Aug 1st, 2025
Federal Funding Stabilization Subcommittee
Transcript Highlights:
- I think especially as we kind of get more granular in this analysis, I know that everybody's been talking
- And Madam Chair, we are currently working on getting that kind of deeper analysis, and we can bring that
- Jeffrey Tager, General Counsel of PED, have the privilege of presenting our comprehensive analysis of
- The first is around our statewide longitudinal data system.
- This is about technical assistance for implementing statewide longitudinal data from early childhood
ND
North Dakota 2025-2026 Regular Session
Legislative Audit and Fiscal Review Committee Jun 17th, 2026
Transcript Highlights:
- To date, no systematic independent analysis of these...
- To date, no systematic independent analysis of these questions has been conducted for North Dakota.
- No legislation is required to assemble the data necessary for this analysis. Second, independence.
- Their role is to provide the legislature and the public with objective, credible analysis.
- Their role is to provide the legislature and the public with objective, credible analysis.
Summary:
The committee was called to order, the Pledge of Allegiance and prayer were offered, and the minutes from the previous meeting were approved. Members then received a memo summarizing major audit items and began hearing audit presentations from the State Auditor’s Office and private auditors on a range of state agencies and organizations.
Several audits were reported as clean, including the Bank of North Dakota, the North Dakota Guaranteed Student Loan Program, the Office of the Governor, the Office of the State Treasurer, the Office of Management and Budget, the Department of Transportation’s flexible transportation fund, Lake Region State College, and the Department of Environmental Quality. The North Dakota Stockmen’s Association also received an unmodified opinion, though repeat findings were noted for limited segregation of duties and financial statement preparation due to its small staff. The Council on the Arts audit found two findings: payroll charged to federal awards without adequate timekeeping records, and unallowable expenditures from a restricted cultural endowment fund. The Department of Public Instruction audit identified unsupported scholarship applications in the paraprofessional-to-teacher program, though additional testing showed the funds were used for their intended purpose.
The most extensive discussion centered on the North Dakota Racing Commission audit, which identified four findings: overspending the promotion fund’s 25% operating limit, grant conditions not being met, improper Breeders Fund awards, and improper procurement for advertising services. Racing Commission director Bruce Johnson acknowledged complacency and weak controls, said the agency would tighten procedures, and explained that the commission had since worked with procurement and would follow the rules more closely. Auditors also explained that the commission would now be audited every two years because of the findings. Another major discussion involved the University of North Dakota School of Law, where auditors found a lack of documentation supporting admissions decisions for post-baccalaureate programs. UND officials said they remain in good standing with the American Bar Association but agreed better documentation and tools are needed; the committee pressed for more transparency and follow-up on admissions criteria.
The committee also received an update on Dakota College at Bottineau, where Minot State University reported that bank reconciliations had been brought current after a significant backlog and would now be maintained through shared services. Members requested a written follow-up report on the issues and corrective actions. Finally, the North Dakota Fair Association explained that its foundation has been dissolved and remaining funds were transferred to another nonprofit for continued support of the state fair, and the Department of Public Instruction provided an update on school meal debt, saying the reported amount was about $1.1 million from a partial district survey and that debt remains a local issue, though it could be revisited if school meal funding changes.
WY
Transcript Highlights:
- Um it's not longitudinal data.
- analysis of these things. analysis of these things.
- as as their analysis, primarily using NAEP<01:27:44.120>
score. - performance relative to that analysis. performance relative to that analysis.
- ,<03:12:46.320>
that's literature, historical analysis, that's literature, historical analysis
ND
North Dakota 2026 1st Special Session
Legislative Audit and Fiscal Review Committee Jun 17th, 2026 at 10:00 am
Legislative Audit and Fiscal Review Committee
Transcript Highlights:
- To date, no systematic independent analysis of these... ...to students choosing a field.
- To date, no systematic independent analysis of these questions has been conducted for North Dakota.
- No legislation is required to assemble the data necessary for this analysis. Second, independence.
- Their role is to provide the legislature and the public with objective, credible analysis.
- So, Chair Magrum, members of the committee, currently within SLDS, statewide longitudinal data system
HI
Transcript Highlights:
- forth in the preliminary injunction document with respect to the University of Hawaii, include a longitudinal
- forth in the preliminary injunction document with respect to the University of Hawaii, include a longitudinal
- forth in the preliminary injunction document with respect to the University of Hawaii, include a longitudinal
- all of the funding cases and it was well put by Judge McConnell from the District of Rhode Island. analysis
- of all of their federal analysis of all of their federal financial<00:50:53.680>
assistance <00
Summary:
The Judiciary Committee held an informational briefing on the State of Hawaii’s affirmative litigation against the federal administration, with no public testimony. Attorney General Lopez and deputies said the office’s goal is to enforce the rule of law, not make partisan points, and noted that Hawaii is involved in 27 ongoing cases. They grouped the cases into four broad areas: immigration, funding freezes and grant terminations, federal agency dismantling/reductions in force, and protecting elections, health, and safety.
Several immigration-related cases were discussed in detail. These included a challenge to the federal sharing of Medicaid data with DHS for immigration enforcement, a similar challenge to USDA’s demand for SNAP applicant and recipient data, and litigation over immigration-enforcement conditions attached to federal grants. The office also described the birthright citizenship executive order, saying it conflicts with the 14th Amendment and Supreme Court precedent; lower courts granted preliminary relief, and the U.S. Supreme Court later addressed only the scope of nationwide injunctions, not the merits. In the Department of Transportation case, the court granted a preliminary injunction against the “Duffy directive,” finding the immigration conditions lacked statutory authority, were arbitrary and capricious, and violated the Spending Clause and APA.
The briefing also covered multiple funding disputes. In the education funding freeze case, the Department of Education and OMB withheld about $6 billion in formula funds, including roughly $33 million for Hawaii; after suit was filed, the funds were released. Other cases included the termination of over $11 billion in public health grants, which affected Hawaii Department of Health grants, the NIH indirect cost cap case, and NIH grant terminations tied to DEI, transgender issues, and vaccine hesitancy. The speakers said some cases have already resulted in preliminary or permanent injunctions, while others remain on appeal or are still being litigated.
OK