Video & Transcript Research : 'longitudinal analysis'
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MN
Minnesota 2025-2026 Regular Session
House Children and Families Finance and Policy Committee 3/18/25
Children and Families Finance and Policy
Transcript Highlights:
- So what the bill as amended does is to commission a fiscal analysis of our child welfare system.
- Um, in terms of just directing DCYF to contract with a consultant to conduct the fiscal analysis that
- And on the top of page that analysis.
- And that really is what the analysis, the deeper analysis, is designed to do.
- And that really is what the analysis, the deeper analysis, is designed to do.
Keywords:
child welfare, fiscal analysis, third-party consultant, program evaluation, Minnesota, HF776, Minnesota Family Assets for Independence Initiative, family assets for independence, FAI, asset-building, matched savings, financial literacy, family savings, economic mobility, children youth and families, general fund appropriation, family support, low-income families, financial stability, budget bill
LA
Keywords:
hunting education, firearm safety, outdoor recreation, curriculum, youth education, conservation, collegiate athletics, funding, name image likeness, revenue sharing, NCAA compliance, student-athlete support, financial sustainability, work-based learning, task force, internships, apprenticeships, job shadowing, cooperative education, co-op
AL
Alabama 2026 1st Special Session
Alabama Senate Fiscal Responsibility and Economic Development Committee Jan 14th, 2026
Fiscal Responsibility and Economic Development
Keywords:
pilotage, commission, statewide laws, maritime regulation, repeal, sunset law, Alabama Surface Mining Commission, environmental regulation, mining, state commission, Alabama Board of Examiners in Counseling, state agency, continuous operation, government efficiency, sickle cell disease, healthcare, regulatory commission, public health, 911 services, 911 Board
TX
Texas 89th Regular
Trade, Workforce & Economic Development Mar 19th, 2025
Trade, Workforce & Economic Development
Transcript Highlights:
- It kind of conflicts with the bill analysis, but the bill seems to say under 18. Yes, ma'am.
- and we're gonna see a lot more of this right yes it's moving this way and it's a lot of predictive analysis
Keywords:
social media, children, account verification, data privacy, parental control, property owners' association, residential watering restrictions, vegetation, fine limitations, drought, technology, innovation, economic development, grants, Texas Economic Development, business funding, HB 1395, private passenger vehicle rental, car rental, vehicle rental
KY
Kentucky 2025 Regular Session
Interim Joint Committee on State Government (6-24-25)
Transcript Highlights:
- Kentucky has been a real leader in this time frame nationally in the development of our longitudinal
- and building a longitudinal data system. and building a longitudinal data system.
- So for the reporting use for analysis.
- utility and usefulness of a longitudinal utility and usefulness of a longitudinal data<00:15:36.399
- <00:16:41.120>
data waters of developing a longitudinal data waters of developing a longitudinal
Summary:
The Interim Joint Committee on State Government met for its first meeting and heard a presentation from the Kentucky Center for Statistics (KY Stats) by Executive Director Matt Barry and Legislative Director Calli Arnold. The presentation reviewed KY Stats’ statutory background, its evolution from KESUS, its board membership, and its role in housing Kentucky’s longitudinal data system and labor market information office. Barry explained that KY Stats links data from multiple state sources, validates and cleans it, deidentifies it, and uses it to produce reports, evaluations, and responses to data requests for policymakers, practitioners, and the public.
Barry described the scale of the system, noting more than 6,000 active data elements, 178 unique file types, and data from 48 sources across 26 agencies. He highlighted the agency’s privacy and security practices, including separate servers for source data and deidentified reporting data, and said KY Stats does not use real-time data. He also outlined the types of reports produced, including the annual high school feedback report and a recent life outcomes report tracking the 2017 public high school cohort’s postsecondary education, completion, wages, and employment outcomes.
Members asked about the timeliness and availability of data, especially SNAP and Medicaid information, and Barry said most data arrive annually or quarterly and that Medicaid data had been used in a limited one-time project rather than as an ongoing feed. Questions also focused on artificial intelligence; Barry said KY Stats has not integrated AI but is exploring it cautiously because of privacy and security concerns. Several members encouraged further work with AI tools, while Barry emphasized that any use would need to protect confidentiality.
The committee also discussed staffing and funding, with Barry saying KY Stats has about 49 total staff and annual funding of roughly $3.1 million in state general funds, plus federal labor-related funding. Committee members praised the agency’s work and suggested legislators may not fully understand its capabilities. No votes or formal actions were taken.
AL
Alabama 2026 1st Special Session
Alabama House Ethics and Campaign Finance Committee Mar 17th, 2026
Ethics and Campaign Finance
Keywords:
hemp, hemp beverages, psychoactive cannabinoids, psychoactive hemp products, delta-8 THC, delta-9 THC, delta-10 THC, cannabidiol, CBD, intoxicating hemp, hemp-derived THC, cannabis regulation, marijuana alternatives, alcoholic beverage control, ABC Board, licensing, permit, excise tax, age verification, under 21
AL
Keywords:
Elmore County, rental tax, tax revenue, infrastructure funding, economic development, Ma-Chis Lower Creek Indian Tribe, tribal police, reservation security, state-recognized tribe, law enforcement authority, certified police officer, Peace Officers' Standards and Training Commission, P.O.S.T., trespass, warrantless arrest, tribal land, sovereignty, public safety, Indian tribe, reservation
TX
Texas 89th Regular
Delivery of Government Efficiency Mar 12th, 2025
Delivery of Government Efficiency
Transcript Highlights:
- The next step in the flowchart is the internal review and analysis.
- The better ones will do a very, very exhaustive analysis of that.
- This division will assist state agencies in reviewing rules and conducting cost-benefit analysis. analysis
- And provide an independent analysis of how those rules are performed.
- and impact analysis associated with
Keywords:
regulatory reform, government efficiency, administrative law, rulemaking, agency deference, judicial review, de novo review, Texas Government Code, Administrative Procedure Act, state agencies, plain language, regulatory burden, regulatory reduction, cost-benefit analysis, fiscal note, public benefits and costs, contested case, rule challenge, Texas Regulatory Efficiency Office, advisory panel
WA
Washington 2025-2026 Regular Session
House Education Dec 4th, 2025
Transcript Highlights:
- They did a report for the state of Washington, which was a longitudinal study of student access, participation
- These are all based on a school-level analysis.
- When we look at participation, we're using a student-level analysis.
- For the outcome analysis, and I'll talk a little more in detail when we get here, we're using a series
- So we’re not just looking at an analysis of students who took anything in manufacturing.
Summary:
The House Education Committee received status updates on career and technical education (CTE), including OSPI’s work under 2024 legislation on allied health pathways and a statewide CTE task force, an update from Core Plus Maritime, and findings from an Education Northwest longitudinal study of Washington CTE access and outcomes. OSPI described development of allied health guidance such as a home care aide to nursing assistant bridge, model curricula, updated course equivalency frameworks, and coordination with health agencies and employers. It also reviewed Core Plus framework work, task force expansion under later legislation, and the timeline for recommendations due in November 2026. Committee members asked about health profession outreach, equitable access for rural districts, data updates, and employer support for local programs; OSPI said it continues to work with agency and industry partners and that local labor-market alignment varies by region.
Core Plus Maritime presenters described expanding maritime career exploration into middle school through low-cost ROV curriculum, student visits to ferries and vessels, Sea Scouts partnerships, and ship-based safety and welding experiences. Industry representatives from the Northwest Marine Trade Association, American Seafoods, and Vigor Marine Group emphasized the maritime sector’s economic importance, aging workforce, and need for hands-on training to build the pipeline for family-wage jobs. A teacher from South Kitsap High School said the program gives students a clear pathway and has helped connect them to careers in shipyards, fishing, and related trades. Vigor also noted support for a student welding competition and equipment donations for a Rainier Beach shop.
Dr. Sam Riggs of Education Northwest presented a longitudinal study using state data from 2013-14 through 2023-24. The study found CTE access has been relatively steady statewide, but offerings vary by school size, locale, and income, with rural and lower-income schools generally offering fewer pathways. Participation is high: nearly all students earn at least some CTE credit, and more students are accumulating multiple credits over time, though fewer go deep within a single pathway. Students who earned more CTE credits, especially within pathways such as agriculture, manufacturing, transportation, and construction, were more likely to graduate on time and later had stronger postsecondary certificate attainment and earnings. Riggs recommended addressing local barriers to participation, considering whether the CTE graduation requirement should better encourage depth while preserving flexibility, and aligning offerings more closely with labor-market needs. Committee members asked about COVID-era trends, student motivation, early workforce entry, delivery settings such as skill centers, and how to interpret the comparison groups used in the analysis.
NH
New Hampshire 2025 Regular Session
Commission to Study Costs of Special Education (09/30/2025)
Transcript Highlights:
- >
of <00:16:16.800>local The analysis and effectiveness of local The analysis and effectiveness - <00:57:49.119>
data Are you asking for longitudinal data Are you asking for longitudinal data - There's been some analysis done.
- There's been some analysis done.
- There was a been some analysis done.
Summary:
The commission held an organizational meeting under SB 57 to study the cost of special education, with the meeting streamed publicly at the chair’s request. Members introduced themselves, and the chair explained that the bill creates two separate pieces, one dealing with SAU structure and the other with a commission on special education costing. He outlined his background in education and special education and said the commission’s work would focus on understanding and controlling special education costs.
The commission reviewed its membership requirements and noted several vacancies or unfilled appointments, including the special education advocate, two governor-appointed parent advocates, and a Department of Health and Human Services representative. The members then elected Representative Rick Ladd as chair, Representative Dick Ames as vice chair, and Representative Megan Murray as clerk. Representative Ames briefly described his legal and policy background in disability and special education work in Massachusetts and New Hampshire.
The chair then walked through the commission’s study topics, including referral rates by IDEA category, reasons for increases in categories such as autism and other health impairment, post-COVID referral trends, pre-referral interventions, Medicaid and 504-related costs, out-of-district placements, dispute resolution, billing practices, privacy, reimbursement, legal services, graduation rates, attendance, and adult learning. Members discussed how special education costs are distributed, noting that the state spends about $977 million annually on special education, with only part covered by state aid and the remainder largely borne by local districts. Testimony also noted that out-of-district placement costs have risen sharply since rate-setting changes around 2018, and that some categories may reflect changes in identification practices, medical factors, or broader population shifts. The commission agreed to continue reviewing the data and formulas in future meetings.
AZ
Transcript Highlights:
- Now, the amendment that we've included today entails an analysis of the early childhood landscape and
Keywords:
corrections oversight, appropriation, independent office, public safety, funding, firefighters, insurance rates, workers' compensation, firefighter cancer reimbursement, rate deviations, cost analysis, premiums, border security, drug trafficking, human smuggling, law enforcement funding, Arizona, immigration, education reform, K-12
Summary:
The committee heard several appropriations and policy bills, with testimony often focused on public safety, education, and procurement. HB 263 would appropriate $1.5 million in FY2027 to the Independent Correctional Oversight Office; the sponsor and supportive testimony argued the office is needed to address serious problems in the corrections system, and the bill received a due pass recommendation, 17-1. HB 2993, as amended, would allow DPS to spend on legal services independent of the Attorney General and redirect $5 million from the Consumer Protection/Consumer Fraud Revolving Fund to the Gang and Immigration Intelligence Team Enforcement Mission Fund; the Speaker framed it as supporting law enforcement and public safety, and it passed 17-0.
HB 2271 dealt with firefighter cancer coverage and insurance rates. The bill would allow an insurer covering firefighters and fire investigators to file a uniform rate deviation only if it is not reimbursed by the municipal firefighter cancer reimbursement fund. Testimony described the measure as a temporary shell pending a broader consensus agreement to bring fire districts into the reimbursement system; members stressed that firefighters should not see changes in claim handling, but several said the bill still needed work. It received a due pass recommendation on a 16-1-1 vote. HB 2416 would appropriate $20 million to DPS for local border support, including law enforcement positions, prosecution and detention costs, and equipment; sheriffs and the Arizona Sheriffs Association supported it as a continuation of existing funding for drug interdiction and border-related crime, and it passed 11-6-1.
The committee also advanced HB 2692, which revises public construction procurement rules and authorizes progressive design-build and one-step competition for certain federally funded projects. Construction and procurement stakeholders said the bill was the product of a long consensus process, while some members worried about taxpayer impacts and the move away from standard procurement; it passed 10-7-1. HB 2478, as amended, creates the Arizona Commission on Student Outcomes to study K-12 accountability, standards, graduation requirements, early childhood education, and a trade pathways diploma, funded by Classroom Site Fund dollars; members debated whether the work should instead be done by ADE or the State Board, and the bill passed 11-7. The committee also heard HB 4044, which would create a Public Safety Parity Fund to support DPS and corrections salaries using investment earnings from the Budget Stabilization Fund and proceeds from forfeited digital assets; the sponsor and a troopers association witness argued it would provide a stable long-term funding source to address chronic vacancies and pay gaps.
AL
Alabama 2026 1st Special Session
Alabama House Boards, Agencies and Commissions Committee Feb 11th, 2026
Boards, Agencies and Commissions
Transcript Highlights:
- issue where Alabama Department of Mental Health engages in unlicensed legal practice of behavior analysis
- issue where Alabama Department of Mental Health engages in unlicensed legal practice of behavior analysis
- issue where Alabama Department of Mental Health engages in unlicensed legal practice of behavior analysis
- 10.080>
behavior unlicensed legal practice of behavior unlicensed legal practice of behavior analysis - analysis. Now, no one can oversee them. analysis.
Keywords:
inhalants, butyl nitrite, nitrous oxide, amyl nitrite, possession, sale, misdemeanor, felony, criminal penalties, public health, public works, sealed bids, bid advertisement, procurement, government contracting, construction bids, municipal bidding, county bidding, state bidding, Department of Transportation
TX
Texas 89th Regular
Homeland Security, Public Safety & Veterans' Affairs Apr 30th, 2025
Homeland Security, Public Safety & Veterans' Affairs
Transcript Highlights:
- organization, and so I understand that your position is this needs to be a separate deal and that your analysis
Bills:
HB 1065, HB2929, HB2956, HB3009, HB3420, HB3626, HB3649, HB4956, HB4993, HB5293, HB5308, HB5528, HCR118, SB36, HB4023, SB 36
Keywords:
employee classification, private security, misclassification, workforce regulations, Texas Workforce Commission, autism, peace officers, training program, law enforcement, intervention, communication, developmental disability, family violence, central database, criminal offense, registration, public safety, violent offenses, criminal database, Department of Public Safety
TX
Texas 89th Regular
Homeland Security, Public Safety & Veterans' Affairs Apr 30th, 2025
Homeland Security, Public Safety & Veterans' Affairs
Bills:
SB 36, HB 1065, HB2929, HB2956, HB3009, HB3420, HB3626, HB3649, HB4956, HB4993, HB5293, HB5308, HB5528, HCR118, SB36, HB4023
Keywords:
transportation, regional authorities, mobility, infrastructure, sales tax, employee classification, private security, misclassification, workforce regulations, Texas Workforce Commission, autism, peace officers, training program, law enforcement, intervention, communication, developmental disability, family violence, central database, criminal offense
AL
Keywords:
postpartum depression, postnatal care, maternal mental health, perinatal depression, postpartum screening, new mother, birth mother, newborn discharge, hospital discharge materials, public health education, maternal health, depression screening, health care providers, physicians, nurses, Alabama Department of Public Health, medical liability, standard of care, retired physicians, volunteer medical care
NM
New Mexico 2025 Regular Session
IC - Legislative Finance Jun 25th, 2025
Transcript Highlights:
- I really do also want to see a market analysis of each of the roles and what is, what are other roles
- LFC researchers also used longitudinal analysis to show that pre-kindergarten students eventually graduated
- Utilizing longitudinal data analysis, we found that the pre-K bump lasts longer for low-income students
- However, neither the Early Childhood Integrated Data System or ECIDS, nor the New Mexico Longitudinal
- It concerns me because there can't be longitudinal studies on this. There just can't be.
MS
Mississippi 2026 Regular Session
Appropriations - Room 210; 14 January, 2026: 3:30 PM
Appropriations
Transcript Highlights:
- This request includes $1.4 million for the state longitudinal data system, or SLDS, and $400,000 for
- $1.4 million for the state longitudinal $1.4 million for the state longitudinal data<00:04:26.400
- The state longitudinal data system is essentially the keeper of all of the state's education as well
- >> Well, this is the state longitudinal data system. It's an entity unto itself.
- of you know multi-year um analysis of you know multi-year um facilities<00:39:57.520>
uh <00:39
Summary:
MDES presented its FY27 budget request, describing the agency as a special fund workforce agency focused on helping Mississippians get jobs through employment services, labor market information, and unemployment insurance. Executive Director Bill Ashley said the revised request seeks level spending authority similar to FY26, with line-item changes driven mainly by higher salaries and fringe benefits and lower contractual services. He said MDES currently has 406 employees, 28 active recruitments, and six additional planned positions, for a requested total of 440 positions, down from 453 authorized last year. The request also includes $1.4 million for the State Longitudinal Data System and $400,000 for Accelerate Mississippi fiscal support. Committee members asked about the SLDS pass-through funding, whether it is recurring, and the staffing/pin changes; MDES explained the SLDS is a recurring annual pass-through and that the staffing request reflects turnover and recruitment needs rather than a net expansion.
Accelerate Mississippi then outlined its FY27 request and program updates. Officials said the office is requesting level funding overall, with some salary adjustments tied to benefits and two new positions, including one for Talent Solutions and one systems administrator. They described workforce initiatives such as Encore, a recruiter/instructor program; Facet, a partnership with Northwest Mississippi Community College to strengthen instructor preparation; Power Path, a K-12 advanced manufacturing credential model; and expanded career coach activity, reporting 204 coaches serving 209 schools and more than 22,000 unique student interactions. They also reviewed funding streams for workforce enhancement training, Mississippi Works, Equip Mississippi, and ARPA, saying ARPA funds are on track to be fully spent by the September 30 reimbursement deadline and that monthly check-ins are being used to ensure funds are drawn down. Members asked about the budget changes, the use of contractual services, and the career coach program; the office said it was shifting some audit and monitoring costs to the funds being monitored and was not requesting an increase for career coach funding.
The Mississippi community college presidents and the Community College Board also presented their budget priorities. They reported that Mississippi community colleges served 88,600 students in academic year 2023 and said the system’s graduation rate is about 42 percent, with a goal of reaching 55 percent. Their FY27 request includes a 6 percent salary increase for employees, increased basic operations funding, and continued support for CTE Advantage programs, totaling $61.5 million in general support. On facilities, they requested $150 million after receiving no facilities funding last year, citing roughly $413 million in identified needs across capital improvements, repairs and renovations, and pre-planning. The Community College Board requested restoration of $310,000 in general fund cuts and a new $2 million appropriation for adult education, noting that an estimated 300,000 to 330,000 Mississippians lack a high school diploma. No votes were taken during the presentations.
MN
Minnesota 2025-2026 Regular Session
House State Government Finance and Policy Committee 3/24/26
State Government Finance and Policy
Transcript Highlights:
- <00:53:32.440>
is I talk about cost-benefit analysis is I talk about cost-benefit analysis - And as the of cost-benefit analysis.
- And so, cost-benefit analysis as well.
- um this process of cost-benefit analysis um this process of cost-benefit analysis that<01:10:02.760
- He said this gives the agency carte blanche if a cost-benefit analysis comes out negative for an analysis
Keywords:
Inspector General, fraud prevention, state audit, public funds, misuse, transparency, government accountability, HF4482, Minnesota Historical Society, state historic sites, historic site management, historic preservation, county historical society, local historical society, municipality, county government, admission fees, grants-in-aid, site operations, site maintenance
HI
Hawaii 2025 Regular Session
HRE, WTL-HRE, HRE-LBT Public Hearings 03-18-2025
Transcript Highlights:
- It specifically talks about Native Hawaiian, Pacific Islanders, Filipinos, and including analysis if
- The obtaining the data will allow for sort of looking at it in a longitudinal manner, which is one of
- <00:17:58.160>
if Filipinos, and including analysis if Filipinos, and including analysis if - is it's a longitudinal study so it<00:19:00.080>
would <00:19:00.160>be <00:19:00.640>< - of looking at it in a longitudinal of looking at it in a longitudinal manner<00:19:10.240>
which
Summary:
The committee heard three University of Hawaiʻi-related measures. HB 718 HD1 would appropriate funds for faculty and staff positions at the John A. Burns School of Medicine in cardiovascular, law, biology, tropical medicine, quantitative health/biostatistics, and environmental health and safety. Testimony was in support, including from university representatives and others who submitted written testimony. Members asked whether the positions were additional and how they would affect enrollment; the university said the hires would teach medical students and conduct biomedical research, helping increase the class size to about 77 and eventually 80, and noted a workforce paper requested by the committee would be provided soon.
The committee then discussed SB 1170 HD1, which would grant resident tuition at any UH campus to certain graduates of Hawaiʻi high schools enrolling in undergraduate programs. UH supported the bill and said it had adjusted its testimony in response to prior committee concerns. Members focused on the proposed four-year window, asking why that timeframe was chosen and whether the change was needed at all. UH explained that four years would allow students who left the state to return and still complete an undergraduate degree or prepare for graduate school, and said the bill would help students who come back after one or two years but otherwise would have to wait a year to reestablish residency under current rules. UH also said it was discussing possible administrative rule changes as an alternative if the bill did not pass.
Finally, the committee heard HB 1300 HD1, which would fund a University of Hawaiʻi Cancer Center pilot study on cancer disparities among Native Hawaiians, Pacific Islanders, Filipinos, and people living near landfills in Nanakuli, focusing on social determinants of health, lifestyle, environmental exposures, and resilience factors. Testimony from researchers and advocates strongly supported the measure, saying the study could help explain cancer disparities and support future research funding. Members questioned the cost, the reliance on future federal or foundation funding, and the practical outcome of the study. The Cancer Center said the pilot would cost about $500,000 per year for two years, with later funding sought from federal, nonprofit, or private sources; it said the study would produce longitudinal data that could help identify at-risk groups and provide evidence for policy decisions, though members expressed concern that the project needed a clearer end goal and stronger case for public investment.
LA
Transcript Highlights:
- Everyone, please remember this analysis... All right, members, thank you for being here.
- As part of this resolution, we would have to go through the analysis, not just the inventory, but the
- financial accounting, the cost-benefit analysis, and all of the description.
- It's going to trigger the reporting, the review, analysis, and reporting that's in this resolution.
- did any one of those other triggers, then they would be back in for us to do the inventory, the analysis
Keywords:
gender-affirming care, gender affirming therapy, gender-affirming hormone therapy, transgender health, trans youth, LGBTQ, mental health, psychosis, psychiatric conditions, puberty blockers, androgen blockers, cross-sex hormones, estrogen, testosterone, informed consent, screening, monitoring protocols, Louisiana Department of Health, LDH, House Health and Welfare