Video & Transcript Research : 'analytics'
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KY
Kentucky 2025 Regular Session
Medicaid Oversight and Advisory Board (6-25-25)
Transcript Highlights:
- Miss Bates oversees the LRC health data and analytics, and she has over 24 years of experience in health
- <00:20:32.960>
health <00:20:33.280>data <00:20:33.679>and <00:20:34.000>analytics - <00:20:34.480>
and <00:20:34.720>she LRC health data and analytics and she LRC health - data and analytics and she has<00:20:35.039>
over <00:20:35.200>24 <00:20:35.679>years - I am representing the Office of Health Data Analytics here at LRC.
Keywords:
Call to Order and Roll Call – 00:00:00
Introduction of Board Members – 00:02:04
Overview of the Purpose and Goals of the Medicaid Oversight and Advisory Board – 00:12:46
Medicaid Legislative Update - 00:20:26
Discussion of Next Steps and Future Meeting Dates – 01:04:06
Adjournment – 01:06:37, 958, all
Summary:
The first meeting of the Medicaid Oversight Advisory Board opened with Chair Ken Fleming and Co-Chair Rocky Adams welcoming members, explaining the board’s purpose, and introducing the diverse membership of legislators, providers, advocates, and state officials. Fleming said the board would meet monthly, allow public comment at the end of meetings, and operate transparently with materials posted online and distributed in advance. Both chairs emphasized that the board’s work would focus on improving Medicaid outcomes, efficiency, and oversight, while preparing for possible federal changes and avoiding premature assumptions about what Congress may do.
Members then gave brief introductions describing their backgrounds in medicine, nursing, hospital administration, behavioral health, insurance, budgeting, pharmacy, and Medicaid administration. Several noted direct experience with Medicaid populations or managed care, including the Department for Medicaid Services commissioner, health plan representatives, hospital and clinic leaders, and legislators with health care backgrounds. The board also heard from Stephanie Bates of the LRC Office of Health Data Analytics, who said her office supports the General Assembly with health-related data, policy, and research and would serve as a resource to the board.
Bates then began a presentation on Medicaid basics, explaining that House Bill 695 created the board and that the presentation would cover eligibility, enrollment, covered benefits, waivers, managed care, the budget, and the federal reconciliation bill. She described Medicaid eligibility as complex, noted that Kentucky had more than 1.4 million enrollees, and explained enrollment churn and the unwinding of pandemic-era continuous coverage. She also outlined mandatory and optional Medicaid benefits, the requirement that services be medically necessary and provided by enrolled providers, and the main waiver types used in Kentucky, including 1115, 1915(b), and 1915(c) waivers. No votes or formal actions were taken at this meeting beyond organizational setup and receiving the initial informational presentation.
KY
Kentucky 2025 Regular Session
House Standing Committee BR Sub. on Health & Family Services (2-26-25)
Transcript Highlights:
- depth about the prepayment audits, but we identify providers to audit based on some in-house data analytics
- :15:23.079>
some <00:15:23.320>in-house <00:15:23.839>data <00:15:24.160>analytics - based on some in-house data analytics based on some in-house data analytics algorithms<00:15:25.600
- So we do, as I mentioned at the beginning, a lot of data analytics.
Summary:
The subcommittee met to review the Department for Medicaid Services’ program integrity work. Commissioner Lisa Lee and Program Integrity Director Jennifer Dudinsky outlined Kentucky Medicaid’s structure, funding, enrollment, and spending, including FMAP rates, the size of the Medicaid and KCHIP populations, the number of providers, and 2024 expenditures. They also described the managed care and fee-for-service populations, noting that managed care serves most members while fee-for-service is concentrated in long-term care and waiver populations.
Most of the discussion focused on fraud, waste, abuse prevention, and provider oversight. The department described its provider enrollment and certification checks, revalidation requirements, site reviews, fingerprinting for some high-risk providers, and termination grounds such as false application information, Medicare actions, unreported ownership changes, and abandonment of a provider number. Members asked about nonprofit ownership reporting, MCO fraud oversight, and how the department tracks unusual CPT code utilization, especially in behavioral health. The department said it uses data analytics, audits, policy review, and collaboration with behavioral health staff to monitor those trends.
Dudinsky explained the division’s four branches: provider licensing and certification, audits and compliance, recovery, and third-party liability/estate recovery. She described prepayment and postpayment audits, referrals of credible fraud allegations to the Attorney General, monthly meetings with the AG’s office, and coordination with the Office of Inspector General, CMS, HHS OIG, MCOs, and other partners. She also explained payment suspensions, stand-downs during law enforcement investigations, and recovery efforts for overpayments, provider/member fraud, and third-party liability. The department said its recovery and avoidance efforts produced more than $251 million in savings so far in 2025. No votes or formal actions beyond approving the minutes were taken.
FL
Florida 2026 5th Special Session
FL House Floor Session - 2026-05-29 (10:00AM Session)
Florida House Floor Meeting
Transcript Highlights:
- But then I also noted that there are some ways that electronic data analytic systems are going to be
- It's not a correlation between any kind of data analytics support in the management of the SNAP program
- But then I also noted that there are some ways that electronic data analyst, analytic systems are going
- It's not a correlation between any kind of data analytics support in the management of the SNAP program
Summary:
The House convened with prayer, a moment of silence for former Senator Donnell C. Childers, the Pledge of Allegiance, and recognition of Officer Antonio Richardson as law enforcement officer of the day. A quorum was announced, the journal was approved, and the Speaker said the chamber would take up 11 budget conference reports, with debate and final votes on each report. The first report considered was HB 7031E, the tax package, followed by HB 501E, the state budget appropriations bill.
On HB 7031E, Chair Duggan explained that the conference report included a range of tax reductions and tax-related changes, including sales tax holidays, property tax and homestead-related provisions, reductions in certain taxes and fees, and new exemptions or administrative clarifications. He said the package also added items such as sales tax relief for certain university construction projects, a tennis admissions exemption, and changes to agricultural property tax treatment, and that the amendment reduced state and local tax revenues by $272.2 million. Members questioned the bill about the child care tax credit reduction from three years to one, the homestead exemption provision for certain diplomats and foreign service personnel, the absence of gas tax relief and combined reporting, and the inclusion of firearm accessories and tennis tickets in sales tax holidays. After structured debate, the House adopted the conference report and passed HB 7031E by a vote of 88-11.
The House then began the conference report on HB 501E, the $114.5 billion budget for fiscal year 2026-2027, which was described as below the prior year’s spending level and leaving more than $14 billion in reserves. Subcommittee chairs outlined major allocations across education, higher education, IT, health care, transportation and economic development, justice, state administration, and agriculture/natural resources. Highlights included increased FEFP funding and veteran teacher raises, full funding for Bright Futures, major IT modernization projects, Medicaid and behavioral health funding, transportation and local infrastructure spending, correctional and law enforcement investments, fire station and emergency response funding, and large environmental and water-quality appropriations. Members asked detailed questions about school voucher fraud oversight, scholarship funding, teacher raises, preeminence funding, ADAP changes, SNAP data tools and error rates, Medicaid rate changes, prison wastewater monitoring, and other budget items, but the transcript ends during the budget questions before final action on HB 501E is shown.
OK
Transcript Highlights:
- minute, but if you look on these slides, accurate labs such as GEL Lab out of South Carolina, Pace Analytical
- minute, but if you look on these slides, accurate labs such as GEL Lab out of South Carolina, Pace Analytical
- minute, but if you look on these slides, accurate labs such as GEL Lab out of South Carolina, Pace Analytical
- accurate lab, GEL lab out of South Carolina, Pace Analytical and SGS out of Florida are using that 537
Summary:
The meeting focused on the use of biosolids on farm and ranch land, with testimony from Oklahoma State University experts, a conservation official, and an engineering representative about the benefits, risks, and regulatory implications. Dr. Lusk described OSU’s long history of soil fertility research and said biosolids can provide nutrients and organic matter, but also may carry contaminants such as PFAS, heavy metals, pharmaceuticals, microplastics, and pathogens. He emphasized that many questions remain unanswered, especially about contaminant uptake into soil, crops, livestock, and humans, and said existing EPA and Oklahoma DEQ regulations address some treatment and application standards but may not fully cover PFAS. Dr. Arnell expanded on nutrient management, explaining that biosolids can function similarly to manure as a fertilizer source, especially for nitrogen and phosphorus, but should be tested, incorporated into soil, and applied under permit conditions to reduce runoff and other losses. He said PFAS testing methods are not yet standardized and that more research is needed to determine sampling protocols, movement in soil, and long-term effects.
Committee members asked whether farmers and ranchers should be notified of risks, whether PFAS is currently tested, how many counties use biosolids, and what research would be needed for a dissertation-level study. The witnesses generally agreed that landowners should be informed of known risks and uncertainties, but said the science is still developing. Dr. Arnell said a unified testing method is needed before reliable PFAS monitoring can be done, and suggested that a multi-year study would be required to understand soil movement, crop uptake, and livestock impacts. Greg Scott of the Oklahoma Conservation Commission framed the issue as a waste-management problem, noting that human waste streams contain contaminants and that soil type affects how pollutants move; he said sandy soils pose greater movement risks than clay soils and that current best practice is incorporation, careful timing, and avoiding steep or sensitive sites. He also said PFAS are widespread and not naturally occurring in the way some other compounds are, and that liability and cleanup costs are major concerns.
Mary Elizabeth Mock of Garver Engineering focused on the practical and financial consequences of a possible moratorium on land application, saying most of Oklahoma’s biosolids are currently land applied and would otherwise have to go to landfills. She warned that many landfills are nearing capacity, tipping fees could rise sharply, and cities such as Tulsa and Norman could face large increases in disposal costs, which would ultimately be borne by ratepayers and taxpayers. She also said septic system maintenance costs could rise if land application options shrink, potentially leading to deferred maintenance and system failures. Mock urged a tiered, data-driven approach to PFAS regulation and said advanced treatment technologies may help in the future, but they are still emerging and expensive. No votes were taken; the session consisted of presentations and member questions.
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee May 1st, 2025
Transcript Highlights:
- Redfin, real estate brokerages that have a variety of commercial data packages, the use of data analytics
- . ...commercial data packages, the use of data analytics, which some would argue is not publicly available
- The data analytics package itself looks at various data points that may be publicly available, but the
- analytics package then converts those data streams into proprietary.
Summary:
The committee heard several bills and took up multiple votes. AB 576, dealing with updates to California’s charitable fundraising platform registry after AB 488, was presented as a technical fix to help charities and platforms more quickly update eligible listings; there was no opposition testimony, and the measure was later moved on a due pass basis. AB 1160, on law enforcement drone programs, was presented with proposed amendments requiring U.S.-based data storage and limits on sharing or selling collected data; supporters said it would protect sensitive drone-collected information while preserving affordable drone use, while there was no opposition testimony, and it was also later passed out on a due pass as amended basis. AB 75, which would require insurers to give notice before collecting aerial images of homes and provide homeowners access to those images, drew support from the Department of Insurance and consumer advocates, while insurers opposed it unless amended, arguing aerial imaging is a cost-saving inspection tool and that the bill could worsen availability and affordability; the bill was moved to Appropriations on a due pass basis, with the roll held open for absent members.
The committee spent the most time on AB 325, which would address algorithmic price-fixing and collusion. The author and supporters argued that competitors using the same pricing software or algorithm to set prices can function as collusion even when the agreement is hidden behind code, and cited examples involving housing, frozen potatoes, gas pricing, and other industries. Opponents, including apartment, business, hospital, retail, chamber, and tech groups, said the bill was too broad, could sweep in lawful software and public-data market research, and might chill legitimate pricing tools, especially for small businesses and housing providers. Committee members raised concerns about clarity, intent standards, and whether the bill should focus more narrowly on nonpublic competitor data; despite those concerns, AB 325 was moved to Appropriations on a due pass basis, with the roll held open.
Later, AB 1221 was presented as a workplace surveillance bill that would prohibit certain invasive or discriminatory surveillance tools, require notice to workers, limit sharing of worker data, and require corroborating evidence before discipline based on surveillance outputs. Labor and consumer groups supported the bill, saying modern surveillance technologies can track speech, movement, emotion, and other sensitive traits and can be biased or abusive. The Security Industry Association opposed it, warning that the bill’s broad definitions could restrict legitimate security systems, emergency sharing with first responders, and employer responses to misconduct or unsafe behavior. The transcript cuts off before any final vote on AB 1221 is shown.
TX
Texas 89th Regular
Appropriations - S/C on Article II Feb 25th, 2025
Appropriations - S/C on Article II
Transcript Highlights:
- We have lawyers, all of our processes are driven by our lawyers. by a robust data analytical function
- So we have advanced data analytics.
- To upgrade our data analytics function. So this exceptional item would address funding shortfall.
- The next sectional item relates to some data analytics projects.
OK
Oklahoma 2026 Regular Session
Education Oversight - Afternoon Session Dec 17th, 2025
Transcript Highlights:
- types of someone going somewhere they're not supposed to be, crossing the line, we call it in camera analytics
- types of someone going somewhere they're not supposed to be crossing the line we call it in camera analytics
- We were working on some other cameras for analytics, which is crossing the line or somebody in a box,
Summary:
The meeting focused on school safety funding and security practices in Oklahoma schools, especially how districts have used school resource officer (SRO) allocation money and related security grants. Kevin Rey of the Oklahoma State Department of Education’s Office of School Safety and Security explained that the program, created under HB 2903, allows districts to use funds for SROs and physical security improvements such as cameras, access control, fencing, window film, bollards, metal detectors, and vape detectors. He said more than 170 districts used the money to hire SROs in 2024-25, and that the 2024 change allowing retired officers and armed security guards to qualify was a major help. Members questioned whether the money should also support prevention and mental health services, and Rey said the current program is mainly for security hardware and related measures.
Mark Stout, chief of police for Putnam City Schools, described the district’s layered security approach, including weapon detection at middle and high schools and the ZeroEyes AI camera system, which monitors existing cameras for visible guns and sends alerts to trained monitoring staff and then to district police. He said the system is used as one layer among others, alongside officers, weapon detection, and school procedures, and noted the district is expanding coverage at athletic facilities. He also explained that the system is more economical than full weapon-detection setups, with annual costs based on the number of cameras.
Tecumseh Superintendent Kinsey, Chief Kennedy, and Pottawatomie County law enforcement described the October threat investigation involving a student who posted a photo with a handgun and knife and discussed violence online. They said the FBI tip, rapid coordination among agencies, and an SRO already embedded in the district helped lead to a search warrant and arrest within hours, preventing a possible attack. Kinsey also described the district’s safety measures, including secure entrances, cameras, ALICE training, crisis communication planning, mental health support, clear backpacks, and a new staff alert system. He said community feedback after the incident favored more law enforcement partnership, limited entry points, handheld metal detectors, more SROs, stronger training, and more mental health support.
Matt Riggs, former superintendent of McComb, said smaller districts face different security challenges because of limited local law enforcement and long response times. He explained that McComb used its funding for facility upgrades rather than hiring a full-time SRO because the district wanted improvements that would last beyond the three-year funding window. Throughout the discussion, several members emphasized the tension between visible security measures and prevention, with repeated calls for more counselors, mental health supports, and threat-assessment efforts alongside hardening measures. No formal votes or actions were taken in the transcript.
TX
Transcript Highlights:
- On the next slide, uh, this is just a snapshot on some of the, uh, tools that we have in our data analytics
- As to the data analytics versus the, well, first of all, the data analytics work in tandem with the boots
TX
AZ
Arizona 2026 Regular Session
04/16/2026 - Finance Advisory Committee
Transcript Highlights:
- These particular point estimates come from Moody's Analytics, but you can find something in this general
- There are pretty much straight-up data analytics, voice recognition software, those kinds of things that
Summary:
At the April meeting of the Finance Advisory Committee, staff presented an updated state revenue forecast that was more cautious than January’s because of heightened economic uncertainty tied to the Iran conflict and broader national risks. The general fund’s available resources were revised down from $577 million in January to $378 million in the April forecast, with the lower estimate driven by reduced revenue projections while spending assumptions were unchanged. Staff said the outlook depends heavily on how long the Middle East conflict lasts and noted that a prolonged disruption could weaken the forecast further, while a quick resolution could improve conditions.
George Hammond of the University of Arizona gave a broad economic overview, highlighting geopolitical risk, elevated oil and gasoline prices, sticky inflation, weak Arizona job growth, and uncertainty around federal policy, tariffs, immigration, and AI-related investment. He said Arizona’s recent job growth has been very weak and concentrated mainly in health services, while most other sectors lost jobs, and he attributed much of the slowdown to low hiring rather than layoffs. He also discussed population growth, noting that Arizona remains above the national average but is increasingly dependent on net migration as natural increase slows, and he warned that housing affordability remains strained even as Phoenix inflation has moderated.
Panelists generally echoed the cautious outlook but pointed to some offsets. Liz St. Clair said Arizona’s near-term revenues could benefit from tourism tied to spring training and the Final Four, though higher fuel costs could dampen discretionary spending. Other panelists noted that the federal policy environment, tariffs, and immigration changes are likely to restrain growth, while productivity gains, especially from technology and AI, may help businesses maintain output. Several members also discussed housing, saying single-family permits have fallen while rental supply has improved affordability, and they raised concerns about labor-force growth, wage disparities, and the reliability of recent employment data revisions. No formal votes or actions were taken.
AR
Transcript Highlights:
- Although our analytics look positive, the insights look positive that somebody's opened it.
- Although our analytics look positive, the insights look positive that somebody's opened it.
Summary:
The committee first approved the minutes from November 17 by motion and voice vote. It then heard a presentation from Arkansas State University on its inclusive postsecondary education programs, HOWL and ATLAS, led by Dr. Kristen Johnson and Shane Broadway. The programs serve students with intellectual and developmental disabilities, including autism, by providing on-campus living, academic support, life-skills training, financial literacy, internships, employment support, and community integration. Johnson explained that HOWL is a comprehensive transition program that does not lead to a degree but is eligible for financial aid, while ATLAS is degree-seeking and provides additional supports. She reported strong outcomes, including high goal attainment and a majority of graduates working full time, and emphasized that the programs are designed to help students build autonomous adult lives.
Members asked about recruitment, eligibility, costs, school outreach, business partnerships, and transition planning. Johnson said the programs have done extensive outreach through IEP meetings, transition symposia, email blasts, and school visits, but that awareness remains a challenge. She identified major roadblocks as business concerns about liability, fragmented collaboration, and difficulty navigating funding streams such as vocational rehabilitation and Medicaid. She also said more coordinated statewide communication and coalition-building are needed, and noted that ASU is helping launch a state alliance for similar programs, with new programs opening at ASU Mountain Home and the University of Arkansas Pine Bluff.
The committee then heard from the University of Central Arkansas about Project Ascend, a new low-sensory living-learning community for neurodiverse students in Hughes Hall. Dr. Debbie Daly and Jeremy Gillum described it as a voluntary, self-identified program focused on community building, belonging, and retention rather than remediation or degree planning. The program has hosted a few low-sensory social events and plans to expand outreach through campus tours, orientation, and targeted communications. Members asked about recruitment, participation, success measures, and how to avoid duplicating ASU’s efforts; UCA said it is still in its infancy and will measure success mainly through participation, retention, and student engagement. The meeting ended with general support from members, discussion of collaboration across institutions and agencies, and adjournment of the task force.
FL
Florida 2025 Regular Session
Appropriations Committee on Higher Education Oct 8th, 2025
FL
Florida 2025 Regular Session
March 4, 2025 - 04:00 PM
Transcript Highlights:
- I do not know that analytic off the top of my head. Follow-up. Is there a, thank you, Madam Chair.
- I do not know that analytic off the top of my head. Follow up. Is there a, thank you, Madam Chair.
Summary:
The Higher Education Budget Subcommittee met to hear a presentation from the Florida Auditor General’s office on recent operational audits of four universities and to discuss how audit findings are handled. The Auditor General explained that financial audits occur annually and operational audits at least every three years, with universities required to respond in writing to findings; the office generally follows up in the next audit cycle, though it can audit sooner if needed. Members asked about accountability, whether findings are referred to other bodies, and how internal university audit functions interact with the state audit process. The chair emphasized the committee’s oversight role in ensuring public funds are used appropriately.
The audit findings highlighted issues at New College of Florida, Florida A&M University, the University of Florida, and Florida Atlantic University. At New College, auditors cited invoice/payment errors, delinquent student account collection delays, prohibited extra compensation, exceeding state remuneration limits for certain employees, weak purchasing card controls, construction management cost documentation issues, and subcontractor licensing documentation gaps. At FAMU, auditors found investment accounting classification issues, delayed bank reconciliations, late vendor payments, and incomplete annual employee evaluations. At UF, auditors reported concerns over a $6.4 million consulting contract, event and catering spending, president’s office hiring and salary practices, bonus and relocation payments, continued high compensation after the president transitioned to another role, travel expenses including charter flights, and remote work agreements. At FAU, auditors found distance learning fee revenue exceeded allowable costs by about $2.8 million, carry forward funds were underreported by about $77 million, and credit card controls needed improvement.
Members pressed the Auditor General on whether overpayments were refunded, whether any findings involved statutory violations, and what enforcement exists beyond the audit report. The auditor said some issues were corrected by the universities, such as New College recovering excess compensation from foundation funds, but others would be revisited in future audits; if potential fraud were identified, it would be referred to the state attorney’s office. The chair closed by noting that accountability for public spending rests with the Legislature and the committee, and the meeting adjourned without any vote or formal action beyond receiving the presentation.
KY
Kentucky 2025 Regular Session
Information Technology Oversight Committee (8-13-25)
Transcript Highlights:
- increase processing bandwidth, but to the extent that that software handles some of the routine analytics
- 52.159>
routine software handles some of the routine software handles some of the routine analytics - 53.600>
up <01:40:53.760>the <01:40:54.080>human <01:40:54.400>minds analytics - , it frees up the human minds analytics, it frees up the human minds to<01:40:55.280>
do <01:40 - <01:48:09.679>
and more free time to focus on analytics and more free time to focus on analytics
Keywords:
Meeting Start 00:00:00
Roll Call 00:00:27
Legislative Research Commission 00:01:15
KentuckyWired Operations Company 00:17:30
Wireless Internet Service Providers Association 00:40:15
Administrative Office of the Courts 01:08:55
Kentucky Auditor of Public Accounts 01:33:00, 958, all
Summary:
The committee first approved the July 9 minutes without objection and heard from Jay Hartz and Jonathan Harris of the Legislative Research Commission. Members asked about Capitol and legislator security in light of recent targeted shootings in other states. Hartz said LRC had removed members’ home addresses from its website, was reviewing other state-government records for similar information, and was working with the Speaker, Senate President, Kentucky State Police, and outside security experts on broader safety measures. He also said LRC is exploring commercial products to help block personal contact information from public view, but declined to name vendors publicly. Harris added that driver’s license scans at the Capitol are handled by Kentucky State Police, while LRC has a process for flagging high-volume or concerning contacts for police review. The LRC also reported that redistricting work has already begun, with census coordination underway, evaluation of redistricting software including Mapitude and open-source tools, and plans to make the same tools available to the public in the LRC library.
The committee then heard from Kentucky Wired Operations Company CEO Robert Morphonius, COO Tom Snyder, and counsel Patrick Hughes about the Kentucky Wired network. They explained the corporate structure: Kentucky Wired Operations Company is a private for-profit special purpose entity that designs, builds, operates, and maintains the network; Kentucky Wired Infrastructure Company is a nonprofit instrumentality used for financing; and Open Fiber Kentucky handles commercialization of excess capacity under a wholesale agreement. They said Kentucky Wired Operations is in the operations and maintenance phase, with those obligations continuing until 2045, and that technical changes to the network generally require KCNA approval through formal change-order processes. They also said the company conducted a market test in June 2023 under Schedule 19 of its contract, considered proposals including Open Fiber and the incumbent service provider, and retained the existing provider.
Members asked about KCNA’s role, procurement, network customers, and revenue. The witnesses said Quac operates outside normal state procurement because its process is governed by contract, while KCNA acts as the Commonwealth’s oversight authority and filter for changes. They identified current network users as including AOC, KCTCS, postsecondary education, and other Commonwealth agencies, with all requests routed through KCNA; they also said a separate change process for Exceliccom is in litigation. On funding, they said the operation is paid through monthly appropriations, with roughly a million dollars a month for the service provider and a couple hundred thousand for Quac’s oversight, not including debt service, which is bundled into the availability payment. The discussion ended as members began asking about responsibility for damage-related costs such as squirrel-related outages.
NH
Transcript Highlights:
- And if they're not, we have a third-party liability system to go through the data analytics and ensure
- and ensure that if we data analytics and ensure that if we missed<00:54:11.920>
it <00:54:12.079 - information properly, providing it to our staff, our workforce, to ensure that we have both the analytics
- information properly, providing it to our staff, our workforce, to ensure that we have both the analytics
- The analytics, the data, and the ability to quickly maintain the eligibility determinations.
MN
Minnesota 2025 1st Special Session
House Higher Education Finance and Policy Committee 2/27/25
Higher Education Finance and Policy
Transcript Highlights:
- We've moved all the digital cameras, and one of the reasons why is we can layer analytics on those cameras
- So by moving to higher-grade technology, we can layer analytics, and those cameras can tell us there's
- <00:08:24.400>
on <00:08:24.639>those why is we can layer analytics on those why is - we can layer analytics on those cameras<00:08:25.199>
that <00:08:25.319>are <00:08:25.440 - <00:08:41.320>
and technology we can layer an analytics and technology we can layer an analytics
MN
Transcript Highlights:
- And then the final group, the data collection, reporting, and analytics group, is really there to look
- uh the data collection<00:10:30.519>
reporting <00:10:30.959>and <00:10:31.160>analytics - <00:10:31.800>
group collection reporting and analytics group collection reporting and analytics - The data collection, reporting, and analytics group is really there to look at this in a way that we
- is trying to do data and data analytics is trying to do a<00:53:42.079>
better <00:53:42.319><
MN
Minnesota 2025-2026 Regular Session
Roadmap to Program Integrity and Fraud Prevention 3/9/26
Minnesota House Floor Meeting
Transcript Highlights:
- Data sharing, use of analytics, monitoring tools such as GPS, biometrics, cameras must be leveraged.
- Data sharing, use of analytics, monitoring tools such as GPS, biometrics, cameras must be leveraged.
- For example, in the areas of auditing and data analytics.
- For example, in the areas of auditing and data analytics.
- Data analytics to support informed decision-making. Use of GPS, cameras, biometrics.
Summary:
Judge Tim O’Malley, Minnesota’s director of program integrity, presented a roadmap to program integrity and fraud prevention built around nine areas for improvement, including leadership and culture, stronger program controls, better coordination among agencies and prosecutors, training, technology modernization, independent oversight, stakeholder engagement, and expanded resources. He said long-standing vulnerabilities in state programs have been exploited by organized criminals, and argued the state must shift from reactive enforcement to front-end prevention, faster detection, and recovery of improper payments. He emphasized that modern data sharing and analytics are especially urgent, and said oversight and accountability are essential for lasting change.
Fay Bernstein, a long-time DHS employee, testified that she experienced retaliation after raising contract compliance concerns years ago. She said she was removed from the building, barred from DHS property, investigated for months, and accused of racism and threatening leadership, which she denied. Bernstein argued DHS leadership lacks a fraud-prevention mindset and said the department’s culture punishes employees who speak up, while serious program failures have harmed vulnerable Minnesotans. She called for major leadership changes and firings at DHS.
Members questioned O’Malley about whether fraud was driven more by sophisticated criminals or by weaknesses in state systems. He said the vulnerabilities have existed for a long time and organized criminal groups are taking advantage of them, especially where data sharing is weak. Members also pressed him on whistleblower protections and retaliation; O’Malley said he should have included the legislature among places employees can report concerns, and said complaints should be thoroughly investigated with accurate information and appropriate consequences for supervisors who fail to act, ranging from coaching to termination depending on the case. No votes or formal actions were taken in this portion of the meeting.
NM
New Mexico 2026 Regular Session
House - Appropriations and Finance Jan 23rd, 2026 at 12:42 pm
House Appropriations & Finance
Transcript Highlights:
- I will say, however, most of that money has been expended on data analytics and putting up the dashboard
- We also have members of the staff who work on it inside the criminal division as well as an analytics
- For the last several years, we've been asking for a dedicated judiciary analytics, excuse me, analytics
- For the last several years, we've been asking for a dedicated judiciary analytics, and excuse me, analytics
Summary:
The committee first heard an Aging and Long-Term Services Department budget presentation comparing the LFC and executive recommendations. The main differences were in the Aging Network, Adult Protective Services, Program Support, and Long-Term Care Division, especially the executive’s proposed $10 million infusion into the Kiki Savadra Senior Dignity Fund and $6.2 million for expanding New Mexico Care. LFC staff explained that the committee recommendation was lower in general fund and fund-balance use, while the executive emphasized rising senior population needs, meal and transportation costs, and the cost savings of keeping older adults at home. The secretary also reviewed the department’s special requests, including the conference on aging, outreach, emergency preparedness, and the Kiki fund, and described New Mexico Care’s growth, its evaluation results, and the department’s plan to separate Kiki into its own accounting fund.
Members largely focused on senior services, rural meal delivery, transportation, caregiver support, and the Kiki fund. Several members urged stronger support for non-metro aging providers and for New Mexico Care, citing its role in keeping seniors out of nursing homes and the program’s reported savings and outcomes. Questions also covered eligibility, background checks for caregivers, respite care, dementia and Alzheimer’s screening, and whether Kiki funds can support home modifications such as ramps. The committee then voted to adopt the LFC recommendation with one executive language change: adding the executive’s page 14 language allowing an additional 12.5% distribution for initial payments to aging network providers at the start of FY27. Representative Dow opposed the motion.
The committee then moved to the Attorney General’s budget. LFC staff explained that the office’s budget relies heavily on the Consumer Settlement Fund, with both recommendations reducing general fund revenue while increasing settlement-fund use, and that performance measures were in consensus. The Attorney General said the office was not seeking more general fund, but wanted greater ability to use funds it recovers. He highlighted major consumer and public safety work, including litigation against major social media and AI platforms, a case involving Snapchat and child exploitation/extortion, the statewide crime gun intelligence center, efforts to address oilfield theft, work on missing and murdered Indigenous persons, and efforts to protect federal funds coming into New Mexico.
AL
Alabama 2026 1st Special Session
Alabama House Urban and Rural Development Committee Mar 11th, 2026
Urban and Rural Development
Transcript Highlights:
- I'm, you know, I look at stuff analytical, you know, something about the way we comprehend and gauge,
- I'm, you know, I look at stuff analytical, you know, something about the way we comprehend and gauge,