Video & Transcript Research : 'data mapping'
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MN
Minnesota 2025 1st Special Session
House Workforce, Labor, and Economic Development Finance and Policy Committee 4/9/25
Workforce, Labor, and Economic Development Finance and Policy
Transcript Highlights:
- But if that is not mapped out in a way that logistically shows the opportunities to do that, because
- But if that is not mapped out in a way that logistically shows the opportunities to do that, because
- But if that is not mapped out in a way that logistically shows the opportunities to do that, because
- But if that is not mapped out in a way that logistically shows the opportunities to do that, because
- development areas to map that out. Yes. development areas to map that out. Yes.
Bills:
HF2440
MN
Minnesota 2025-2026 Regular Session
Judiciary Committee Meeting - 2026-03-26
Judiciary Finance and Civil Law
Transcript Highlights:
- Basically, this bill adds a definition of health data to the Minnesota Consumer Data Privacy Act.
- The consequence of classifying it as sensitive data is that that data cannot be sold or, in this case
- data.
- , which will include health data.
- is that considered health data?
Bills:
SF1750, HF2700, HF1606, HF3356, HF3946, HF3970, HF3658, HF3875, HF2627, SF856, HF1268, HF1338
Keywords:
common interest community, CIC, homeowners association, HOA, condominium, planned community, cooperative, unit owner, association board, declarant, declarant control, special declarant rights, assessment lien, foreclosure, late fees, fines, attorney fees, resale disclosure, annual report, maintenance plan
MN
Minnesota 2025-2026 Regular Session
House State Government Finance and Policy Committee 3/10/26
State Government Finance and Policy
Transcript Highlights:
- "Yes, here's the data." Mr. Larson. "Yes, here's the data." Mr. Larson.
- Um, we have process now where we have access to data that is private data, public, uh, secure data, uh
- with sensitive data.
- interacting with sensitive data. interacting with sensitive data.
- They handle sensitive data as it breach. They handle sensitive data as it is. is. is.
Keywords:
payment transparency, public contracts, contractor rights, government accountability, construction payments, barbering, licensing, examinations, barber schools, public safety, certifications, Barber Examiners Board, data transparency, Legislative Budget Office, state agencies, fiscal notes, public data, standard time, federal law, time zone
OK
Oklahoma 2026 Regular Session
Children, Youth and Family Services Apr 8th, 2026 at 03:00 pm
Children, Youth and Family Services
Transcript Highlights:
- Data will be provided to resource family partners, and this data will be used to help the resource partners
Keywords:
child care, licensing, definitions, foster care, child welfare, SB1983, resource family partner, resource family partners, Department of Human Services, DHS, foster homes, foster children, placement data, data sharing, de-identified data, aggregated data, sibling groups, placement disruptions, foster parent recruitment, foster parent retention
AZ
Arizona 2026 Regular Session
03/26/2026 - House Artificial Intelligence & Innovation
Artificial Intelligence & Innovation
Transcript Highlights:
- externally with any data centers whatsoever.
- How do you double-check that that data is? That's a wonderful question.
- You don't run out any data from a data center?
- The more data we have and the more data we're able to train, whether it's a large learning model or language
- And we've got providers that cannot include identifiable data in the provenance data about a person unless
Bills:
SB1786
Keywords:
artificial intelligence, content verification, provenance data, transparency, digital content, 1182, all
Summary:
The committee first heard a presentation from Sonora Quest Laboratories on how the company is using artificial intelligence and innovation in clinical lab work. Testimony emphasized that AI is already being used in digital pathology, cytology, genetics, genomics, predictive analytics, and quality control, with a strong focus on human oversight, validation, and closed, secure systems that keep patient data in-house. Speakers said AI can improve accuracy, speed diagnosis, reduce repeat testing, support precision medicine and pharmacogenomics, and potentially help with rare disease management and drug selection, while also noting the need for governance and safeguards.
Members asked questions about accuracy, safeguards, data security, whether AI could reduce repeat specimen collection, expand to other hospital labs, and how AI might affect treatment decisions such as step therapy and pharmacogenomics. The presenters said AI outputs are reviewed by specialists, that the systems are validated and monitored, and that the organization uses a closed ecosystem with no external data sharing. They also discussed future possibilities such as digital twins, earlier cancer detection, and more tailored medication choices, while acknowledging that AI is still developing and must be used carefully.
The committee then took up Senate Bill 1786, as amended, which requires covered providers using generative AI to add provenance data to AI-created or significantly modified video, image, or audio content, using methods like watermarking or metadata, with exceptions for minor edits and certain interactive or non-user-generated content. The amendment clarified that identifiable individual information generally cannot be included unless the user opts in, protected trade secrets, and set an effective date of February 1, 2027. After discussion about consumer transparency, scope, and possible legal issues, the committee adopted the amendment and voted 4-2 with one absent to give SB 1786 as amended a do pass recommendation.
MN
Minnesota 2025-2026 Regular Session
House Human Services Finance and Policy Committee 2/25/26
Human Services Finance and Policy
Transcript Highlights:
- access to data on motans like how how access to data on motans like how how many<00:51:18.000>
times - data will indeed be kept private?
- > vulnerable<00:52:32.240>
people Minnesota's data on vulnerable people Minnesota's data on - Nothing about protected data, nothing about private data that is included in there so that we can do
- Data Practices Act. Data Practices Act. >> Chair<01:37:16.400>
Nor.
Bills:
HF3378
Keywords:
human services, Optum reports, data privacy, transparency, legislative oversight, 1183, house
US
US Federal 2025-2026 Regular Session
An oversight hearing to examine Meta's foreign relations and representations to the United States Congress. Apr 9th, 2025 at 01:30 pm
Criminal Justice and Counterterrorism Subcommittee
Transcript Highlights:
- What about user data, Ms. Williams?
- Americans' user data ever compromised?
- And POP servers, as a technical. data center that brings the data closer to the end user.
- It would have American data, it would have Chinese users. of data and it would be on Chinese soil.
- Here they're willing to build data centers, store data in China, they are willing explicitly to give
Keywords:
Meta, Facebook, whistleblower, regulation, China, user data, artificial intelligence, testimony, Congress
Summary:
The meeting of the Senate Judiciary Subcommittee on Crime and Counterterrorism focused on oversight of Meta's foreign relations and representations to Congress. An essential witness, Sarah Wynne-Williams, a former executive at Facebook, provided testimony outlining significant concerns about the company's practices and its complicity in aiding oppressive regimes. The atmosphere was charged, with ongoing debates about the regulation of big tech companies and the ethical implications of their policies. The committee explored topics such as user data management, whistleblower retaliation, and the need for legislative measures to protect users and enhance accountability in the tech sector. A notable point of contention was Facebook's alleged cooperation with the Chinese government regarding the dissemination of user data and AI tools, leading to serious ethical implications.
NM
Transcript Highlights:
- But all of a sudden this data was being used, and we've had a lot of discussion about data.
- I also had another question: Will those providers that are trying to sell this data or buy this data
- protections of that data.
- protections of that data.
- I mean, we have the data. We know we have the data.
Keywords:
SB40, Driver Privacy and Safety Act, automated license plate reader, ALPR, license plate reader, vehicle surveillance, privacy, data sharing, law enforcement data, immigration enforcement, reproductive health care, gender-affirming care, civil liberties, surveillance, public records, Inspection of Public Records Act, New Mexico State Police, Department of Public Safety, data sovereignty, vehicle tracking
NM
New Mexico 2026 Regular Session
Senate - Health and Public Affairs Feb 4th, 2026 at 06:25 pm
Senate Health & Public Affairs
Transcript Highlights:
- There have been several data privacy bills introduced.
- We need to protect our data sovereignty.
- For another, the bill bans advertising using sensitive data.
- Is there a systemic epidemic in data breaches?
- HIPAA covered data, which is the. key data that these healthcare entities hold is exempted, as is any
Keywords:
prior authorization, pharmacy benefits manager, PBM, health insurer, prescription drugs, step therapy, formulary, auto-adjudication, electronic portal, appeals, medical necessity, serious mental illness, mental health, schizophrenia, bipolar disorder, major depression, substance use disorder, addiction treatment, cancer, autoimmune disorder
LA
Keywords:
education, investment, workforce development, TOPS, higher education, repayment, scholarships, academic eligibility, financial aid, athletics, high school sports, state report, student wellness, computer science, scholarship, curriculum requirements, workforce training, education funding, data administration, financial assistance
US
US Federal 2025-2026 Regular Session
Hearings to examine reducing waste, fraud and abuse through innovation, focusing on how AI and data can improve government efficiency. Apr 9th, 2025 at 01:30 pm
Joint Economic Committee
Transcript Highlights:
- Before pouring data science on the problem, we need solid, reliable ground-truth data and a human-in-the-loop
- to ensure data reliability.
- So I built a model to pull in economic data, weather data, and all sorts of other information.
- Would he grab the state data and CMS do the match? Would you do a match to private data?
- To what data?
Keywords:
artificial intelligence, waste reduction, fraud prevention, government efficiency, improper payments, data reliability, oversight
Summary:
The meeting was chaired by Chairman Schweikert and involved a comprehensive discussion on how to utilize artificial intelligence (AI) for reducing waste, fraud, and improper payments within federal programs. Key witnesses, including Mr. Andrew Canarsa from the Council of the Inspectors General, provided insights on the potential of AI in enhancing government efficiency. The committee emphasized the importance of reliable data and thorough examination of AI application to avoid unintended consequences while addressing the estimated $162 billion in improper payments reported by the federal government. Concerns were raised regarding the recent firing of inspectors general and the impacts that could have on oversight and accountability processes.
MN
Minnesota 2025-2026 Regular Session
House Judiciary Finance and Civil Law Committee 3/10/26
Judiciary Finance and Civil Law
Transcript Highlights:
- c><00:05:18.040>
dedicated The MAP Act adds 18 dedicated The MAP Act adds 18 dedicated specialized - MAP Act will also equalize penalties for fraud.
- ...there's strong data protections.
- the individual data from any data they need to make determinations in terms of updating their systems
- <01:19:37.520>
does provider that has this data does provider that has this data does disclose
Keywords:
medical assistance, fraud prevention, subpoena authority, criminal penalties, consumer protection, fraud, payment withholding, withheld payments, program integrity, public funds, state agency, program participant, credible allegation of fraud, administrative reconsideration, contested case, chapter 14, data practices, confidential data, protected nonpublic data, anti-fraud
Summary:
The committee approved the minutes from March 5 by voice vote and welcomed new member Representative Van Binsbergen. It then took up House File 2354, which Chair Liebling moved to re-refer to the Public Safety Finance and Policy Committee. Representative Norris presented the bill as an updated version of the Medical Assistance Protection Act, aimed at strengthening the Attorney General’s Medicaid Fraud Control Unit, closing loopholes, equalizing fraud penalties, and increasing penalties for large-scale Medicaid fraud. Attorney General Ellison said the bill would add 18 specialized staff to the unit, moving it from 32 to 50 positions, and argued the federal-state matching structure makes the Attorney General’s office the proper home for the funding because the unit is dedicated to Medicaid fraud work.
Nick Wonka, director of the Medicaid Fraud Control Unit, explained the bill’s provisions affecting committee jurisdiction: expanded subpoena authority to obtain financial account contents in provider-fraud investigations, conforming legal representation language to preserve the unit’s authority, venue changes to allow charging in counties where parts of the offense occurred, and a restitution change to let courts order restitution for related conduct in the same scheme. He said the subpoena change would speed investigations and align the Attorney General’s authority with other agencies, and that the restitution change would help recover more fraudulently obtained Medicaid funds.
No public testimony was offered. Members questioned why the funding should go to the Attorney General’s office rather than the BCA, whether the new records authority was federally required, how the venue language would work across state lines, and whether the added FTEs indicated the fraud problem was larger than expected. Ellison and Wonka responded that the federal grant requires the work to stay within the Medicaid Fraud Control Unit, that the unit’s investigators are specialized and work with, but separate from, law enforcement, and that the venue provision applies only within Minnesota while out-of-state matters would be referred to the appropriate authorities. The amendment that had been posted was withdrawn and not offered.
KY
Kentucky 2026 Regular Session
Senate Standing Committee on Education (1-9-25)
Keywords:
KY LRC YouTube, https://www.youtube.com/watch?v=IYObvNrfBcY, 2026-06-21T07:17:09+00:00, 2.2.24, Data collected via generic collector engine, 00:00:00 Introductions
00:00:50 KHEAA Presentation – Work Ready Kentucky Scholarship
00:20:47 OEA Presentation – Student Achievement Data
01:02:01 Announcements / Adjournment, 958, all, 2.2.42, 2.1.47
MN
Minnesota 2025-2026 Regular Session
State Committee Meeting - 2025-03-27
State Government Finance and Policy
Transcript Highlights:
- Section 3 allows changes to the Government Data Practices Act.
- Section 5 deals with data sharing. Section 6 deals with legislative and budget proposal data.
- This bill aims to improve the data challenge appeal process and to protect private data.
- The bill proposes to update the data challenge appeal process.
- This ensures that private data stays private during the dissemination of incorrect or incompatible data
Keywords:
state government finance, biennial budget, appropriations, Minnesota Management and Budget, Healthy Aging Subcabinet, Office of Healthy Aging, older adults, aging policy, long-term care, caregivers, public health, Medicaid fraud, medical assistance fraud, attorney general subpoena power, fraud enforcement, business filing fraud, Secretary of State, deceptive mailings, consumer protection, certified public accountant
MN
Minnesota 2025 1st Special Session
House State Government Finance and Policy Committee 3/27/25
State Government Finance and Policy
Transcript Highlights:
- Section 5 deals with data sharing. Section 5 deals with data sharing.
- budget proposal data. budget proposal data.
- data sharing as well. data sharing as well.
- for data collection standards. for data collection standards.
- when collecting demographic data. when collecting demographic data.
Keywords:
state government finance, biennial budget, appropriations, Minnesota Management and Budget, Healthy Aging Subcabinet, Office of Healthy Aging, older adults, aging policy, long-term care, caregivers, public health, Medicaid fraud, medical assistance fraud, attorney general subpoena power, fraud enforcement, business filing fraud, Secretary of State, deceptive mailings, consumer protection, certified public accountant
HI
Hawaii 2026 Regular Session
CPC Public Hearing - Tue Feb 10, 2026 @ 2:00 PM HST
Consumer Protection & Commerce
Transcript Highlights:
- if subject to a pending keep the data if subject to a pending investigation<00:49:38.079>
for - Um because sometimes<00:49:51.680>
that <00:49:52.000>data <00:49:52.240>is <00:49 - :52.480>
very <00:49:52.720>useful <00:49:53.040>for sometimes that data is very - useful for sometimes that data is very useful for domestic<00:49:53.760>
violence <00:49:54.160 - make it public but to archive the data make it public but to archive the data for<00:50:01.200><
Keywords:
licensing, professional license, individual taxpayer identification number, immigration, state residency, right to repair, wheelchairs, consumer protection, repair providers, device documentation, HB1753, Hawaii Social Media Data Deletion Act, social media, account deletion, data deletion, privacy, consumer privacy, personal information, sensitive personal information, data retention
Summary:
The committee on Consumer Protection and Commerce met on February 10, 2026, and heard testimony on several bills. HB 1849 relating to licensing drew comments from DCCA’s Professional and Vocational Licensing Division and the Hawaii Real Estate Commission, both of which stood on written testimony. The Hawaii Coalition for Immigrant Rights testified in strong support, emphasizing that some immigrants, including DACA recipients, are already contributing in Hawaii and that the state should help create pathways for them to remain and advance professionally. No vote or final action was taken on HB 1849 during the portion shown.
The committee then heard HB 2000, the wheelchair right-to-repair bill. Encart opposed the measure, arguing that repair delays are largely driven by insurance prior authorization and that wheelchair repairs involve FDA-regulated medical devices where improper repairs could create health risks. Peter Fritz testified in support, saying the bill was modeled on similar laws in other states and that he had personal experience through his sister’s use of a wheelchair. Members questioned whether repairs done outside insurer networks might not be reimbursed, and Fritz said that was a concern but that the need for timely repair outweighed it. The committee also discussed HB 1753 on social media, where DCCA’s Office of Consumer Protection supported the bill but suggested an amendment to the definition of personal information.
On HB 1511 relating to consumer protection, DCCA’s Insurance Division supported the bill, while the Alliance for Automotive Innovation and the Hawaii Automobile Dealers Association offered comments seeking to preserve legitimate manufacturer and dealer communications about vehicles, warranties, recalls, and related services. The committee also took up HB 276 HD1 and HB 1513 on condominiums. The Hawaii Real Estate Commission offered comments on HB 276 HD1. For HB 1513, the Hawaii Green Infrastructure Authority supported the bill, but DCCA’s Insurance Division opposed it, warning that diverting HHRF funds could weaken reinsurance arrangements and raise premiums for consumers who rely on the fund. Members questioned whether the proposed condo loan program would need HHRF money and whether the amounts in the bill were necessary, and the division said it opposed using HHRF for that purpose.
The committee also heard HB 2188 on housing, where OCP supported the measure and the Hawaii Association of Realtors raised concerns about conflicts with the Fair Credit Reporting Act and the use of tenant screening reports, noting that a working group is already addressing landlord-tenant issues. Members asked OCP to research how other states handle similar laws and whether additional language is needed to avoid federal conflict. Finally, on HB 1876 relating to mental health, the Department of Health’s Adult Mental Health Division supported the bill but said it remains opposed to harmful, non-evidence-based treatment modalities; Pride at Work Hawaii also testified in strong support. No final votes or committee decisions were reported in the excerpt.
AZ
Transcript Highlights:
- The challenge isn't a lack of data.
- EVA does not replace GPS or maps, IP addresses, or existing databases.
- So that's a lot of data points and information. So that's a lot of data points and information.
- You may even breach the system, but you can't use the data.
- Send it to people's data. We don't care. But Treasury will not.
Bills:
HB2809
Keywords:
cybersecurity, post-quantum encryption, CMMC 2.0, state agencies, data protection, US-based vendors, 1182, all
Summary:
The Committee on Science and Technology heard two informational presentations before taking up its only bill, HB 2809. The first presentation, from the University of Arizona, focused on fusion energy research and commercialization. The presenter described fusion as a clean, safe, long-term energy source with major potential for Arizona, emphasized growing U.S. and Chinese investment in the field, and argued that Arizona could become a hub for fusion supply chains, talent, and deployment. Members asked about timelines, regulation, and how fusion might compare with small modular reactors and other energy sources; the presenter said fusion could be commercially deployable in roughly 12 to 15 years if public-private investment continues. The second presentation, from XRDNA, described a spatial-temporal addressing system for physical objects and events, aimed at improving coordination across space, infrastructure, logistics, and defense. The company said it is testing with Space Force and launch providers, uses AI provenance tools, and sees its main near-term use case in logistics and space operations.
HB 2809 would require state agencies handling sensitive data, including elections, public safety, benefits, finance, and infrastructure information, to implement post-quantum encryption meeting or exceeding CMMC 2.0 validation, using a U.S.-based vendor and U.S.-developed, manufactured, or maintained components. An amendment clarified that agencies would not be required to connect offline systems to the internet to install encryption, and that agencies could use offline methods such as removable media. The sponsor argued the bill is needed because Arizona’s legacy systems are vulnerable, cited prior cyber incidents and audit findings, and said the bill would secure data even on older systems while keeping the encryption key with the Auditor General. Members generally supported the concept but raised questions about implementation, costs, the Auditor General’s role, and the need for more stakeholder input. No one signed in opposition; the Secretary of State’s office was noted as neutral.
The committee adopted the Pingarelli amendment and then passed HB 2809 as amended on a 9-0 vote, giving it a due pass recommendation. Several members explained their yes votes as support for the bill’s goal while emphasizing the need for careful implementation and broader discussion. The meeting then adjourned.
KY
Kentucky 2026 Regular Session
Interim Joint Committee on Tourism, Small Business, and Information Technology (10-26-23)
Keywords:
KY LRC YouTube, https://www.youtube.com/watch?v=ItoOwwqB52U, 2026-06-21T07:17:05+00:00, 2.2.24, Data collected via generic collector engine, Challenges and Opportunities for Small Businesses in Kentucky – Data from Employer Surveys Presenters 00:02:59
The Threat of Cyberattacks on Our Nation’s Critical Infrastructure 01:08:16, 958, all, 2.2.42, 2.1.47
FL
Transcript Highlights:
- We've prioritized data transparency.
- information, and the other with enhanced data on prescribed drug pricing transparency.
- We'll review data quarterly with the plans to see if their interventions are actually working.
- So our team works to look at trend data to identify opportunities for education and training that can
- We'll continue to push transparency both financially and in the data that we make publicly available.
Keywords:
cytomegalovirus, education, maternal health, newborn care, infectious diseases, student health, epilepsy, seizure disorders, school safety, training requirements, medical marijuana, low-THC cannabis, neurofibromatosis, healthcare, state regulations, child care facilities, public safety, grant program, uterine fibroids, health database
Summary:
The committee took up several health-related bills and confirmations. It first heard SB 1414 on congenital cytomegalovirus education, which would require the Department of Health to develop and distribute educational materials to expectant and new parents through maternity, prenatal, newborn, and OB-GYN settings; an amendment removed a section on required instruction for medical professionals, and the bill was reported favorably as a committee substitute. The committee then approved a block of appointees on tabs 2 through 7 and separately confirmed Chavon Harris as Secretary of the Agency for Health Care Administration after her testimony on Medicaid accountability, transparency, managed care oversight, rural health, behavioral health, and the state’s technology modernization efforts. Senators asked Harris about Hope Florida, Medicaid redeterminations, the CORE project, an anti-marijuana ad campaign at DCF, and compliance with a federal Medicaid-related court order; she said she would follow up on some issues. The confirmation was recommended favorably, with Senator Berman voting no.
The committee next passed SB 186 on student health and safety, which expands epilepsy and seizure-disorder training requirements to more school personnel, including bus drivers and charter school staff, and requires seizure-first-aid posters and updated Department of Health education efforts. It also approved SB 902 on Department of Health issues after amendments narrowed the bill’s scope and added provisions on medical marijuana regulation, early childhood intervention, practitioner accountability, and autism workforce development; one speaker raised concerns about marijuana dispensary location restrictions and low-THC ratios. SB 196 creating a uterine fibroid research database was also reported favorably after an amendment protecting patient privacy; the bill drew emotional testimony from a patient describing severe symptoms and the need for more research. SB 688 on naturopathic medicine was approved after committee discussion about scope of practice, referral obligations, and whether naturopathic care should be adjunctive to conventional medicine; supporters described complementary care and access issues, while opponents worried about delayed treatment for serious disease.
Later, the committee passed SB 1574, “Maddie’s Law,” to add biliary atresia screening to newborn screening using the same blood specimen already collected at birth and to launch an education campaign; parents of a child affected by the disease testified that earlier screening could have prevented severe harm. SB 878 on clinical laboratory personnel was reported favorably to address staffing shortages by allowing Florida to rely more directly on federal CLIA standards for qualified lab workers. SB 1092 on podiatric medicine was approved after an amendment narrowed it to cellular/tissue-based products and podiatrists’ use of certain therapies; the bill also addresses continuing education, informed consent, and advertising disclosures. SB 1032 on medical marijuana was amended and passed, aligning physician certification and card renewal timelines, setting 70-day and 35-day supply limits, and reducing the fee for honorably discharged veterans while preserving funding for FAMU; Senator Harrell opposed it, saying the longer timeframes were too much of an expansion. The committee also heard SB 1760 on Medicaid coverage transparency from Senator Brodeur, who said the bill focuses on accountability and fiscal responsibility, but the transcript cuts off before further discussion or action on that measure.
MN
Minnesota 2025-2026 Regular Session
Judiciary Committee Meeting - 2025-04-03
Judiciary Finance and Civil Law
Transcript Highlights:
- It adds that private data classification.
- This bill will fix the problem to prevent the public disclosure of non-public data when that data is
- The two statutes that issue the assessors' data statute in the Data Practices Act and the tax trial statute
- First, in section two, it guts the privacy protection of assessor data found in the Data Practices Act
- There's not a lot of good sales data.
Bills:
HF2233, HF1524, HF1893, HF1396, HF2456, HF2959, HF2300, HF2412, HF3022, HF2825, HF1862, HF1373, HF1039, HF3070
Keywords:
Uniform Special Deposits Act, special deposit, banking law, financial institutions, escrow, escrow account, trust account, security deposit, beneficiary, depositor, creditor process, garnishment, attachment, levy, setoff, recoupment, financial market infrastructure, retirement benefits, compensation, earnest money