Video & Transcript Research : 'AI arbitration'
Page 67 of 183
MA
Massachusetts 2025-2026 Regular Session
Status of Persons with Disabilities Jun 21st, 2026 at 11:00 am
Transcript Highlights:
- think that those are going to be around, you know, and all this sort of like what's happening with AI
- And all this sort of like what's happening with AI. I think those two are good, solid tracks.
- different successful apprenticeships and they talked about a lot of manufacturing and they even brought up AI
Summary:
The Workforce Support Subcommittee met with ASL and CART interpretation, took roll call, and approved the prior meeting minutes by motion and second. The main discussion focused on a proposed apprenticeship-related presentation and outreach to the Executive Office of Labor and Workforce Development (EOLWD), including a draft letter and follow-up communication with Undersecretary Josh Cutler and Amara Ram. Members said the draft looked good and discussed keeping trade partners informed, as well as the need to coordinate with the broader commission before moving forward.
A substantial portion of the meeting centered on apprenticeship opportunities for people with disabilities and how to frame the topic. Members discussed a recent Apprenticeship Week event, noting employer interest, Governor Healey’s goal of expanding apprenticeships to 100,000, and concerns raised by employers about a $250 annual fee and the complexity of the registration process. Participants also discussed the need to include people with disabilities in apprenticeship conversations, challenge stereotypes about suitable jobs, and possibly involve the Commission for the Blind, higher education partners, and behavioral health apprenticeship models.
The subcommittee generally agreed to focus first on child care and home health as initial apprenticeship fields, with direct support, house managers, and program managers also identified as important workforce roles. Members discussed inviting trade representatives and state liaisons, but emphasized that scheduling should not become overly complicated. They leaned toward a Zoom-only format, likely around 90 minutes, and agreed to continue coordinating offline on dates, format, and outreach before the next step.
FL
Florida 2025 Regular Session
March 31, 2025 - 04:00 PM
Transcript Highlights:
- Representative, why couldn't we just have AI figure out the study?
- Well, we know that AI is currently reshaping the workforce as it exists today, and therefore we need
- So I think looking at AI and automation and robotics is exactly what we need.
Summary:
The subcommittee met with a quorum and considered three bills. First, PCS for HB 879 by Representatives Rizo and Woodson would require state colleges and universities to prioritize housing placement for students who are homeless, were in foster care, or are at risk of homelessness, and to give first priority in housing or work-study priority systems to students eligible for child-welfare-related tuition and fee exemptions. Members heard extensive supportive testimony from Florida Youth Shine participants and other advocates describing housing instability after foster care and the importance of campus housing and vouchers for student success. The bill was reported favorably by a 16-0 vote.
The committee then heard CS for HB 1113 by Representative Valdes, which would standardize minimum math-content requirements for elementary teacher preparation programs and increase math content in competency-based certification programs. The sponsor cited stagnant Florida math outcomes and a state report finding limited math preparation for elementary teacher candidates. The bill drew support from the Foundation for Florida’s Future and the Florida Chamber of Commerce and was reported favorably by a 15-0 vote.
Finally, the committee considered HB 827 by Representative Spencer, directing the Bureau of Workforce Statistics and Economic Research to conduct a recurring statewide study on the effects of automation and artificial intelligence on Florida’s workforce, including affected industries, at-risk workers, and training needs. Members discussed whether similar data exists in the private sector, the bill’s fiscal impact, and the sponsor’s use of AI tools in preparing remarks. The bill received supportive debate and was reported favorably without opposition.
HI
Transcript Highlights:
- 32.920>
have <00:02:33.200>the <00:02:33.360>University <00:02:33.800>of AI - <00:02:37.879>
Deborah AI Deborah AI Deborah Halbert<00:02:41.080>good <00:02:41.319>
Summary:
The Library and Technology Committee met on March 14, 2025, to hear House Bill 430, House Draft 2, which would create an internship/on-the-job training program administered by the Department of Labor and Industrial Relations, with the state serving as the responsible employer for workers’ compensation coverage and appropriations included. Testimony was uniformly supportive from the State Council on Developmental Disabilities, the University of Hawaii, the Department of Labor and Industrial Relations, and the Department of Education. Supporters emphasized the value of internships as a high-impact educational and career pathway opportunity.
The Department of the Attorney General supported the bill’s intent but raised a concern about the criminal history background check language, recommending that the bill be revised so DLIR may conduct checks “as appropriate” rather than requiring a mandatory check for all interns. The AG noted that juvenile records would remain confidential for 16- and 17-year-old interns under existing law and suggested deleting the more specific background-check language or replacing it with the more flexible wording.
Several organizations submitted support, including business, health care, tourism, and industry groups. During decision-making, the committee discussed amendments incorporating the Attorney General’s recommendation, adding a 2.5 GPA minimum reference, and clarifying language about private or public sector organizations and placement of interns in state executive branch departments, agencies, or programs. The committee adopted the recommendation to pass the bill with amendments, and the meeting adjourned.
ND
North Dakota 2025-2026 Regular Session
Tribal and State Relations Committee Jul 22nd, 2026
Transcript Highlights:
- We also created in the legislature an AI data center committee.
- There's the AI piece of it.
- The AI piece of it is the one that has that water-use piece of it.
- That's kind of what the consensus is: they do not want the data and AI centers.
- AI is pretty scary, actually, when you think about it, all the stuff you can do with it.
Summary:
The Tribal and State Relations Committee met at Standing Rock with tribal council members, state legislators, and agency representatives to discuss state-tribal coordination and local priorities. Early discussion focused on process concerns, including the short agenda time and the need for better communication, more advance notice, and more relevant state department staff at future meetings. Tribal leaders asked for lists of state tribal liaisons and bills affecting tribes, and state members said they would follow up, share grant and deadline information, and plan another meeting in Bismarck with program experts and agency staff.
A major portion of the meeting centered on health, child welfare, law enforcement, housing, infrastructure, and sovereignty issues. Tribal speakers said rural health transformation funding and other state programs often do not fit direct-service tribes or IHS-funded systems, and they raised concerns about Medicaid, ICWA, foster care delays, human service zones, housing shortages, and the placement of Native children off-reservation. They also discussed missing and murdered Indigenous people, search-and-rescue cooperation, cross-deputization, extradition and banishment ordinances, and the need for stronger law enforcement partnerships that respect tribal sovereignty. Other concerns included poor roads, water and sewer needs in Sioux County communities, census accuracy, and the impact of data centers and other development on water and health.
Economic development and regulatory issues were also discussed. Standing Rock representatives raised concerns about charitable gaming and e-pull tabs, saying the machines function like Class III gaming and have harmed tribal revenue while spreading into local businesses. They also described problems with county-issued fireworks permits and state/county liquor licensing rules that they said undermine tribal authority within reservation boundaries. In response, legislators said the committee would continue to look at these issues, and one member suggested possible legislation such as limiting e-tabs near tribal lands. The committee also heard from Joseph McNeil of Sage Development Authority about a 235-megawatt wind project on tribal, allotted, and fee land; he said federal permitting delays have stalled the project and asked for state support to help move it forward.
The meeting concluded with a presentation from Dave Archambo of Wojou, a nonprofit focused on land regeneration, buffalo, food sovereignty, cultural programming, and youth wellness. He described the organization’s work on buffalo processing, gardening, fishing, hunting, language, and arts programs, and framed it as a response to historical trauma and community healing. The committee then broke for lunch and planned to resume with the Wojou presentation after the recess.
NH
Transcript Highlights:
- would be to expand the responsibilities of the IT council to review some very specific points about AI
- um review some very specific<00:59:28.960>
points <00:59:29.440>about <00:59:30.319>AI - about AI and its effects,<00:59:32.799>
you <00:59:32.960>know, <00:59:33.119>on - a technical advisory commission to a technical advisory commission to include<00:59:44.720>
AI - Um this is include AI related impacts.
AL
Alabama 2026 1st Special Session
Alabama House Ways and Means Education Committee Mar 11th, 2026
Ways and Means Education
Transcript Highlights:
- Uh, we’ve got two AI-ready programs.
- We’ve got two AI-ready programs.
- Uh we've got two AI<00:50:34.960>
ready <00:50:35.440>AI <00:50:36.000>programs. - <00:50:36.800>
One <00:50:37.119>is <00:50:37.359>directed AI ready AI programs - One is directed AI ready AI programs.
Bills:
HB235, HB236, HB565, HB237, HB238, HB239, HB240, HB241, HB242, HB235, HB236, HB565, HB237, HB238, HB239, HB240, HB241, HB242
Keywords:
social media, age verification, minors, under 16, children online safety, online privacy, platform regulation, deceptive trade practice, Attorney General, civil penalties, punitive damages, consumer protection, account creation, algorithmic feeds, internet safety, youth social media, HB236, Baldwin County, Board of Equalization, per diem
NM
New Mexico 2026 Regular Session
House - Appropriations and Finance Jan 14th, 2026 at 08:34 am
House Appropriations & Finance
Transcript Highlights:
- Do you have—will AI assist your department in any way, shape, or form as that continues to be perfected
- Chair, Representative Duncan: We do leverage AI in a number of ways.
- We have AI at hospitals. You can add a newborn to a case through an AI tool. So we do leverage AI.
- There are rules about who cannot use AI to make eligibility decisions today that kind of govern the public
- So we can't use AI for final decisions or determinations, but we are leveraging it to try and make our
MN
Minnesota 2025-2026 Regular Session
Minnesota House committee considers bill to tax social media platforms, HF3117 4/9/25
Transcript Highlights:
- You know, um, that was actually just being used by kids and by adults to create an AI mapping system.
- sends a message to the engineers and the venture capitalists that are shaping the future of work of AI
- adults<00:46:09.280>
to <00:46:09.599>create <00:46:09.920>an <00:46:10.160>AI - adults to create an AI mapping system. adults to create an AI mapping system.
- <00:46:52.960>
that's <00:46:53.280>disrupting future of work of AI that's disrupting
Summary:
The committee took up House File 3117, which would impose an excise tax on social media companies based on Minnesota monthly users and data-mining activity, and adopted an A1 amendment that added clarifying language identifying social media platforms. Chair Gomez described the bill as a way to tax companies profiting from data mining and social media use, citing concerns about child bullying, misinformation, and wealth concentration. The bill was laid over for possible inclusion in the 2025 taxes bill.
Supporters testified that the measure would help raise revenue from a highly profitable industry and better align the tax code with the social costs of data collection and social media use. Pastor Julie Thompson, MAPE representative Tanner Fritzinger, Council Member Sue Bud, and Eric Bernstein of We Make Minnesota all backed the bill, arguing that social media companies extract value from users’ data, contribute to mental health and social harms, and should pay more toward public needs. Bernstein also framed the tax as a way to broaden the tax base and fund schools and other services.
Opponents warned that the bill could sweep in local broadcasters, newspapers, and other businesses that use digital platforms and collect some user data, and that costs would likely be passed on to consumers. Wendy Pollson of the Minnesota Broadcasters Association said the definitions were too broad and could unintentionally include local media. Deb Peters, speaking for Americans for Digital Opportunity, argued the tax would raise costs for small businesses and consumers, create legal risks, and amount to double taxation. Several members echoed concerns about regressivity, administration, and whether the bill actually addresses online bullying or data privacy, while supporters said it is a first step toward taxing a new, lightly taxed industry.
MN
Minnesota 2025 1st Special Session
House State Government Finance and Policy Committee 3/6/25
State Government Finance and Policy
Transcript Highlights:
- unfilled are things like special cloud specialists in the cloud, software developers, and folks in AI
- , as we're on the precipice of literally an AI revolution.
- :13:37.519>
in cloud software developers and folks in cloud software developers and folks in AI - as we're on the precipice of AI as we're on the precipice of literally<00:13:40.480>
an <00:13 - :13:43.040>
I literally an AI Revolution and so I literally an AI Revolution and so I guess<00
Keywords:
Office of Inspector General, inspector general, legislative audit, fraud prevention, waste and abuse, public funds, grant oversight, state grants, grant management, whistleblower protection, retaliation, subpoena power, data practices, government transparency, accountability, law enforcement referrals, sanctions, debarment, payment withholding, public assistance fraud
AZ
Arizona 2026 Regular Session
03/25/2026 - House Federalism, Military Affairs & Elections
Federalism, Military Affairs & Elections
Transcript Highlights:
- I think that is a complicated and evolving question, as this new frontier of AI models and AI development
- You can certainly look at AI.
- Veterans Guardian continues to operate, and Joe's AI Slop Shop continues to operate.
- And I've heard private industry and I've heard using it the AI.
- They're not experts on AI, et cetera.
Bills:
SB1003, SB1060, SB1134, SB1275, SB1327, SB1429, SB1618, SB1634, SB1654, SB1803, SCR1002, SCR1005, SCR1023, SCR1027
Keywords:
election, canvass, certification, ballot tabulation, write-in candidates, registration, voting procedures, voter registration, temporary absence, absentee voting, residency, military voters, overseas voters, election law, Arizona Revised Statutes, political signs, campaign materials, public safety, municipal regulation, veterans
Summary:
The committee first heard a lengthy presentation and discussion focused on Arizona State University’s foreign research ties, especially collaborations and funding connected to China and Chinese military-affiliated institutions. The presenter argued that ASU and the Arizona Board of Regents had not been transparent about foreign gifts, contracts, and research partnerships, citing federal reporting forms, the Wolf Amendment, export-control concerns, and alleged links to dual-use technologies such as quantum systems, AI, robotics, microelectronics, and biosecurity. A witness from American Global Strategies testified in support, saying the bill would help protect U.S. research security and national security by imposing state-level guardrails on sensitive collaborations. After questions, the committee considered a strike-everything amendment to SB 1060 that would bar public universities from entering into or continuing certain loans, gifts, contracts, research partnerships, or sponsored projects involving the PRC, the CCP, and listed Chinese military-linked universities, require ABOR review and approval, and impose reporting and budget penalties. The amendment was withdrawn, and the committee instead took up SB 1327, which directs ABOR to require university research security policies and to report annually on those policies and on foreign contributions over $250,000; SB 1327 received a 4-2 do-pass recommendation, with Del Santos, Hernandez, and Márquez voting no and Kolodin, Powell, Keshel, and Gillette voting yes. The committee then heard SB 1803, a veterans bill regulating unrecognized persons who assist with VA disability claims. The sponsor and industry witnesses said the bill would protect veterans from bad actors by requiring disclosures, capping fees, banning certain practices, and filing service agreements with the Attorney General, while opponents argued it could restrict consumer choice, resemble a price ceiling, and still allow non-attorneys to engage in the unauthorized practice of law. After extensive debate over contingent fees, legal ethics, and whether the bill was too favorable to one company, the committee continued the hearing with additional testimony and questions.
AZ
Transcript Highlights:
- I move that the AI committee amendment in my name be adopted. Is there any discussion? No, sir.
- I move that the AI committee amendment in my name be adopted.
- I move that the AI committee amendment in my name be adopted to HB 2592. Any discussion? No, sir.
- Well, I do appreciate that the sponsor wants our students to learn about AI, and I agree with that.
- It will also require that any AI-specific regulation be narrowly tailored, justified, and approved by
Summary:
The House convened with prayer, the Pledge of Allegiance, approval of the journal, and introductions of the Doctor of the Day and several guest groups, including families affected by pediatric cancer, Arizona Bleeding Disorders, and charter school representatives. Members also read a proclamation honoring Dr. Joseph Charles Torkelson for his long career in pediatric hematology/oncology and military service.
The chamber then moved through multiple Committee of the Whole calendars, considering many bills and resolutions. On the first calendar, members adopted floor amendments and advanced HB 2117, HB 2744, HB 2751, HB 2917, HB 2939, HB 2957, HB 2970, and HCR 2038, with amendments generally described as technical fixes or clarifications. Notable discussion included HB 2957, which would protect non-Real ID data from sharing and preserve the choice between Real ID and non-Real ID, and HCR 2038, which addressed Colorado River conservation and expanded references to tribal communities and major population centers. All items on that calendar received due-pass recommendations.
On later calendars, the House advanced additional measures including HB 2015, HB 2129, HB 2327, HB 2352, HB 2439, HB 2533, HB 2667, HB 2793, HB 2873, HB 2876, HCR 2044, HB 2014, HB 2055, HB 2145, HB 2185, HB 2267, HB 2413, HB 2418, HB 2440, HB 2661, HB 2665, HB 2763, and HB 2771, with several bills amended on the floor. Debate centered on housing assistance and corporate homeownership in HB 2667, homelessness coordination in HB 2533, school safety and firearms in HB 2076, parental rights in HB 2661, teen suicide prevention in HB 2665, and energy policy in HB 2267. HCR 2044, sent to voters, was defended as closing loopholes against discrimination and criticized by opponents as targeting diversity, equity, and inclusion programs.
Most measures were approved by voice vote, but HB 2667’s proposed Villegas floor amendment was rejected on a recorded division vote of 23 ayes to 32 nays. Later, a motion to amend the Committee of the Whole report to include that rejected amendment also failed on a roll call vote of 22 ayes, 32 nays, and 6 not voting. HB 2267 also drew a division vote; after the final count, it was reported as passing as amended. The House adopted the Committee of the Whole reports, ordered the approved bills engrossed, and retained HB 2876 and HB 2720 on the calendar.
HI
Transcript Highlights:
- . >> Are you using AI or anything like that to help with the screening process or programs for that?
- Um, maybe not the full use of AI, but some sort of tool that would allow us to move the applications
- Um, and they're saying that one of the big areas would be AI and technology.
- <01:25:57.040>
And areas would be um AI and technology. - And areas would be um AI and technology.
MN
Transcript Highlights:
- , with particular emphasis on leveraging AI for personalized learning, predictive analytics for early
- Um, I'm looking specifically at the AI language update. Um, you know, I..."
- I find the consumer-facing rollout of AI to be particularly awful.
- I don't know if we're at a place right now with AI and tech companies that we can leverage AI for personalized
- And right now, we can mostly access AI and particularly large language models for free because we are
MN
Minnesota 2025-2026 Regular Session
Special Session - Senate Floor Session - Part 3 - 06/09/25
Minnesota Senate Floor Meeting
Transcript Highlights:
- in an hour than some of these tax breaks even amount to, so that we can mine your data and sell you AI
- AI is predicted to cost Minnesota 500,000 jobs. That is 17% of the workforce.
- and sell you AI and sell you AI and<00:48:11.760>
surpass <00:48:12.160>all <00:48: - <00:48:27.760>
Minnesota AI is predicted to cost Minnesota AI is predicted to cost Minnesota - into thinking things happened with AI into thinking things happened that<00:48:50.400>
didn't.
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Financial Services Jun 21st, 2026 at 10:00 am
Joint Committee on Financial Services
Transcript Highlights:
- Essentially, it's AI, right?
- What's the state of play when it comes to AI and prior authorization?
- And AI is a tremendous tool to help us offer better care, and it can be used for good and for evil, right
- So I think AI, when supplemented by human decision-making and judgment, can be tremendous.
Summary:
The committee held a hearing on several health care access and insurance-related bills, with most testimony focused on H.1136 to improve the prior authorization process. The Massachusetts Medical Society, Massachusetts Health and Hospital Association, Health Care for All, the Leukemia & Lymphoma Society, physicians, and hospital representatives all supported the bill, arguing that prior authorization delays care, increases administrative burden, contributes to clinician burnout, and can worsen patient outcomes. Witnesses described examples involving delayed cancer treatment, diabetes care, COPD medication, shingles pain treatment, and hospital discharge delays. They said the bill would preserve prior authorization but add guardrails such as longer validity periods, continuity-of-care protections, faster responses for urgent care, clearer lists of services requiring authorization, and more transparency and standardization.
The committee also heard testimony on H.1142/S.783 regarding equitable reimbursement for certified registered nurse anesthetists (CRNAs), with Senator Lovely and CRNA advocates supporting parity with physician anesthesiologists. They said CRNAs provide the same services at the same standard of care, but private insurers sometimes reimburse them at lower rates than physicians, which they argued is inconsistent with federal and state policy and harms access. Senator Keenan testified in support of a bill addressing claim denials and appeals, saying insurers should provide clearer explanations, time to resubmit claims, and timely appeal responses. Dr. Lorraine Schratz supported H.1126 to align state patient disclosure requirements with federal No Surprises Act rules, and Dr. Michael Trimbley supported H.1120 to recognize direct primary care as not being insurance and to encourage primary care participation.
The committee also heard testimony on H.1140/S.801 to remove barriers to patient care by updating insurance statutes to reflect nurse practitioners’ full practice authority, and on H.1168/S.A.18 to eliminate the PCP referral requirement for specialty gynecological care. Witnesses on those bills described delays and denials affecting autism diagnosis, nutrition coverage, and endometriosis care, and said the proposals would reduce unnecessary barriers and improve timely access. After testimony and a few member questions, the chair closed the hearing; no votes were taken during the session.
HI
Hawaii 2026 Regular Session
House Chamber - Fri Feb 13, 2026, 12:00PM HST - Day 15
Hawaii House Floor Meeting
Transcript Highlights:
- We have uh Daly and Le Ai, along with their principal Khalim Kiny and their chaperon Kumuti LA from Volcano
- uh<00:20:38.240>
Daly <00:20:38.960>and <00:20:40.320>Le <00:20:40.720>Ai - We have uh Daly and Le Ai um English.
- We have uh Daly and Le Ai um along<00:20:42.320>
with <00:20:42.480>their <00:20:42.799>
Keywords:
gambling, prediction markets, Hawaii gambling laws, financial contracts, ethical concerns, electric bicycles, micro-mobility devices, safety regulations, traffic laws, insurance exemption, high-speed electric devices, land use, ropeway, transportation, state regulation, government exemption, building code, permitting process, training, state council
AL
Alabama 2026 1st Special Session
Alabama Senate State Governmental Affairs Committee Feb 11th, 2026
State Governmental Affairs
Transcript Highlights:
- So there's a similar thing that went on with AIS information, which is marine traffic, right?
- there's a similar um thing that went on there's a similar um thing that went on with<00:17:58.240>
AIS - information<00:17:59.440>
which <00:17:59.600>is <00:17:59.760>marine with AIS - information which is marine with AIS information which is marine traffic,<00:18:00.640>
right?
Keywords:
expungement, nonviolent felony, criminal record, restoration of rights, human trafficking, SB271, Alabama, municipalities, city fees, town fees, franchise fees, utility franchise, natural gas, manufactured gas, gas utility, public streets, public places, right-of-way, municipal consent, gross receipts tax
AZ
Transcript Highlights:
- This bill would include AI-generated or altered images.
- Willoughby's bill last year that added AI-generated image for child sex assault material.
- sexual exploitation actually occurs today, online, at scale, and increasingly through synthetic and AI-generated
- sexual exploitation actually occurs today, online, at scale, and increasingly through synthetic and AI-generated
Keywords:
felony murder, unborn child, homicide, Arizona Revised Statutes, life imprisonment, death penalty, drive-by shooting, gun violence, firearms, felony, vehicle forfeiture, driver license revocation, drive by shooting, public safety, criminal penalties, education, funding, school districts, state aid, education reform
Summary:
The Judiciary Committee heard a series of bills dealing largely with sexual exploitation, homicide, reproductive issues, child support, venue changes, domestic violence service of process, probation notice, and traffic offenses. HB 2133 would require websites distributing sexual material to verify age and consent for each depicted person, including AI-generated or altered images; it drew opposition from Arizona Attorneys for Criminal Justice over added complexity, and support from survivors and trafficking advocates, and passed 7-1. HB 2043 would expand felony murder to include the death of an unborn child; reproductive rights groups and defense attorneys raised personhood and abortion-related concerns, while prosecutors and victims’ advocates supported it, and it passed 6-2. HB 2144 would allow child support calculations to begin during pregnancy and limit pregnancy-related orders to medical and related expenses; supporters framed it as responsibility and support for pregnant women, while opponents warned about fetal personhood and abortion-related implications, and it passed 6-2.
FL
Florida 2025 Regular Session
November 18, 2025 - 01:00 PM
Transcript Highlights:
- The other thing that this will do is right now in the age of AI in the age of chatgpt where we have a
- assignments, potentially amount of using anybody but potentially can be doing that through through AI
- And we also are helping to scale out AI enhanced supports through con me go to secondary students who
- Is our AI enhanced learning support for secondary students.
TX
Texas 89th Regular
Delivery of Government Efficiency Apr 23rd, 2025
Delivery of Government Efficiency
Transcript Highlights:
- The Cicero Institute's own study deployed AI tools and found that 43% of Texas's 35,380 regulations are
- You can use AI tools pretty easily, as we did for some of the statistics I mentioned today.
- Rural Texas is being revitalized by the data economy with Bitcoin mining and AI data centers. bringing
- I wish there was a way to say, well, we can just use AI to handle that kind of stuff.
Keywords:
constitutional amendment, fiscal impact, state budget, ballot measure, transparency in voting, management-to-staff ratio, state agencies, employee regulations, government efficiency, workforce management, public information, governing board, transparency, confidentiality, access rights, privacy, identifying information, state agency, consent, occupational license