Video & Transcript Research : 'accuracy'

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KY

Kentucky 2026 Regular Session

House Standing Committee on Primary and Secondary Education. (1-21-26)

Primary and Secondary Education

Transcript Highlights:
  • we have worked very hard to ensure that there is both validity and reliability and classification accuracy
  • we have worked very hard to ensure that there is both validity and reliability and classification accuracy
  • established for validity, reliability, and<00:20:11.200> classification<00:20:11.919> accuracy
  • c><00:20:12.960> Um<00:20:13.200> so<00:20:13.440> there and classification accuracy
  • Um so there and classification accuracy.
Keywords: 958, all
Summary: The House Standing Committee on Primary and Secondary Education met for its first meeting of the session, reviewed basic committee rules, and took attendance before considering two bills. The chair emphasized civility, no signs in the room, and deadlines for committee substitutes and amendments. House Bill 416, sponsored by Representative Clines, would change teacher-preparation admissions by replacing an entrance test score requirement with a formative assessment approach while retaining exit examinations for teacher certification. KDE witnesses said the bill would reduce barriers, provide programs with data to support students, and not lower standards. Members asked about content-specific preparation, whether the bill would water down standards, and available data on current entry-test barriers. Several members spoke in support, citing the teacher shortage and the value of giving more candidates a path into education. The committee approved HB 416 unanimously and sent it to the House floor with a favorable expression of opinion. House Bill 389, sponsored by Representative Hein, would define dysgraphia, require KDE to annually update the dyslexia toolkit, support district professional development and coaching, require local boards to develop screener/diagnostic processes, and require postsecondary teacher programs to include dyslexia instruction. A committee substitute made technical changes, including an IDEA citation and removal of specific three-cueing language in favor of evidence-based practices. Testimony stressed that dyslexia is not the same as special education eligibility and that early identification and intervention are needed. Members discussed the low number of districts with related policies, the quality of approved screeners, and the need for more local and regional support services. The committee approved HB 389 with the committee substitute attached and sent it to the House floor with a favorable expression of opinion.
KY
Transcript Highlights:
  • Two laws passed by this legislature in recent years showed that Kentuckians can trust the accuracy of
  • The ballot scanners used to count the ballots had been checked, and their accuracy was confirmed, but
  • Two laws passed by this legislature in recent years showed that Kentuckians can trust the accuracy of
  • The ballot scanners used to count the ballots had been checked, and their accuracy was confirmed, but
  • Two laws passed by this legislature in recent years showed that Kentuckians can trust the accuracy of
Summary: The committee first handled House Bill 27, which would remove the prohibition on political yard signs in planned communities statewide while still allowing communities to regulate size, placement, and duration. The sponsor said the 2023 Planned Communities Act created an unintended consequence by treating similar homeowners differently based on grandfathering dates, and a legal explanation was offered that the bill would clarify the law and avoid constitutional problems. After discussion, the committee voted 15-0 to pass the bill with favorable expression. The next item was an update from the Secretary of State on the 2024 election and implementation of House Bill 53, which created prompt post-election audits. He said the audits were carried out smoothly, most found no discrepancies, and no election winners changed, though he recommended adding a specific timeline to the law. He also discussed voter-roll maintenance, saying Kentucky has removed more than 440,000 ineligible voters since 2020, and argued that federal law and limited access to federal databases remain the main obstacles to faster cleanup. Members asked about the possibility of improper removals, double voting across states, and how provisional voting works. The Secretary said anyone improperly removed can reregister, that any double-voting abuse is likely marginal but still unacceptable, and that provisional ballots are available when eligibility is in doubt and can be reviewed by the county board of elections. He also urged Congress to modernize the 1993 federal voter-registration law, improve access to death and citizenship data, and create a central interstate information-sharing system for election officials.
NH

New Hampshire 2025 Regular Session

Senate Election Law and Municipal Affairs (01/21/2025)

Election Law and Municipal Affairs

Transcript Highlights:
  • We love our machines in terms of speed and accuracy.
  • We love our machines in terms of speed and accuracy.
  • We love our machines in terms of speed and accuracy.
  • The accuracy of hand counts, and I will let you read that on your own.
  • So on the accuracy of the election results, this doesn't deal with the memory card. So okay.
Keywords: 1191, senate, all
AL

Alabama 2025 Regular Session

Alabama House Mar 5th, 2025

Alabama House Floor Meeting

Transcript Highlights:
  • on the location for more after accuracy on the location for more after accuracy on the location for
  • and going be a little less accuracy and going be a little less accuracy and maybe it might delay some
  • quality or threshold with more accuracy quality or threshold with more accuracy that's that a a maybe
  • is not as as precise so so the accuracy is not as as precise so so the accuracy is not as as precise
  • would be the think the the more accuracy would be the think the the more accuracy would be the better
Keywords: 1136, house, all
KY
Transcript Highlights:
  • accurate<00:09:43.600> imagery<00:09:44.399> is<00:09:44.720> essential accuracy
  • accurate imagery is essential accuracy accurate imagery is essential to<00:09:45.279> maintaining
  • is not such that horizontal accuracy is not such that we're<00:14:47.839> going<00:14:47.839>
  • That sort of accuracy is needed, and without the elevation data...
  • That sort of accuracy is needed, and without the elevation data...
Summary: The committee first approved minutes from prior meetings after a motion and second, then heard a presentation from Kent Annis and Boyd Sheerer of the Kentucky Division of Geographic Information on the state’s “KY from Above” aerial imagery and elevation program. The presenters described the program’s goals of creating openly accessible statewide imagery and elevation basemaps, reducing duplicative local and state spending, and supporting uses such as transportation, emergency response, utilities, broadband planning, property taxation, economic development, and education. They said the data is owned by the Commonwealth, distributed in the public domain, and has strong return on investment, with statewide ortho imagery coverage completed in 2022 and elevation phases completed or underway in multiple stages. The witnesses emphasized that the program relies on cost-sharing among state, local, and federal partners and that a small state “seed” appropriation is needed to leverage larger federal contributions. They said about $300,000 a year in seed money could help secure additional federal funds, while a three-year imagery refresh cycle would cost about $5.7 million annually and storage/processing about $150,000 a year. They also noted that no subscription fee is charged for access, opposed charging for use of the data even by for-profit users, and said the program is intended as an economic development tool that avoids multiple entities paying for the same geography. Members asked about the funding request, the potential federal match, and whether the state should charge private companies for access. The witnesses explained that the requested amount was for aerial photography and LAR seed money, that federal funds would not cover aerial photography directly, and that the program already uses a cost-share model with 28 partners rather than subscriptions. They also clarified that imagery is refreshed every three years and elevation data on a longer cycle, with elevation prioritized because it supports accuracy for roads, water lines, and broadband planning. The presentation concluded with no formal vote on the program itself; after questions ended, the chair thanked the witnesses and adjourned the meeting.
TX

Texas 89th Regular

State Affairs (Part II) May 22nd, 2025

State Affairs

Transcript Highlights:
  • Ensure the accuracy. That means you're going to compare it with something.
  • And the code says that you are to ensure the accuracy. That means comparing to something.
  • And this is supposed to double-check that accuracy, and you would miss it.
  • And that's what this is for, is to determine the accuracy.
  • And then you go to the report, the accuracy of the results by precinct.
Bills: HB223
Summary: The Committee on State Affairs heard several House bills, with most measures left pending after testimony and later taken up in a batch of votes. Early in the meeting, HB 5624 on liability protections for motocross/off-road vehicle tracks, HB 223 on requiring competitive procurement for municipal lobbying contracts, HB 3709 on post-election audit procedures, and HB 5081 on protecting personal information of judicial officers and court staff were all discussed and left pending after testimony. Witnesses on HB 223 supported greater transparency in municipal lobbying contracts. HB 3709 drew sharp opposition from an election integrity advocate who argued the bill would reduce precinct-level granularity and make it harder to detect ballot errors, while a Secretary of State resource witness said the bill would simplify and standardize the audit process by location. HB 5081 received strong support from court administration and a district judge who described prior threats and an attack tied to publicly available personal information. The committee also heard HB 3546 on allowing school districts to move elections to November, HB 493 on barring certain felony offenders from serving as poll watchers, HB 5115 on increasing penalties for election fraud and related conduct, HB 4081 on trade secret filing procedures, HB 3909 on limiting restrictions on wireless devices at polling places, HB 2702 on limiting gubernatorial closure authority for certain veterans organizations during pandemics, HB 119 on foreign adversary lobbying, and HB 5138 on the Attorney General’s authority to prosecute election crimes. Several of these bills were explained with committee substitutes and then left pending before final action. Testimony on HB 493 and HB 5115 came from an election integrity advocate who supported both bills, saying the poll watcher restriction was appropriately narrowed and that the election fraud bill would help address invalid votes and refusal to count valid votes. Later, the committee took up pending business and voted out a large number of bills, generally along party lines or with broad support. HB 186 on minors’ social media use, HB 229, HB 2885, HB 3909 as substituted, HB 4285, HB 1661, HB 2820, HB 3181, HB 4157, HB 223, HB 521, HB 640, HB 1234, HB 2253, HB 2294, HB 3053, HB 3697 as substituted, HB 4281, HB 4463, HB 4995, HB 5081 as substituted, HB 5624 as substituted, HB 119 as substituted, HB 3225, HB 5138 as substituted, HB 5115, HB 481 as substituted, HB 3546, HB 493, and HB 4145 were reported favorably to the full Senate, with several also placed on the local and uncontested calendar. The committee also adopted committee substitutes for multiple bills, including HB 3909, HB 5081, HB 5624, HB 119, HB 5138, and HB 481. At the end, the chair noted another committee meeting would likely be needed before deadlines, possibly on a weekend, and recessed the committee subject to the call of the chair.
CA
Transcript Highlights:
  • And if it has AI included, it goes into this deeper dive looking at performance, accuracy, precision,
  • You know, we have a physician in the loop reviewing the outputs of all of these for accuracy.
  • And we look very closely at the accuracy of these AI-generated notes.
  • And you can set targets not just for the accuracy of those algorithms, but for the equity implications
  • So, you know, we've heard some of the studies about the accuracy and bias that generative AI tools can
Summary: The joint informational hearing of the Assembly Health and Privacy Committees focused on generative AI in health care, with opening remarks emphasizing both its potential to improve care and its risks around privacy, bias, liability, workforce impacts, and unequal access. Chair Bauer-Kahan and Chair Bonta framed the discussion around how California can encourage beneficial innovation while protecting patients, especially given the sensitivity of health data and the possibility that AI could worsen existing disparities if not carefully governed. The first panel featured representatives from Cedars-Sinai, Kaiser Permanente, Penguin AI, and Google, who described current uses of AI such as ambient clinical scribes, nursing documentation tools, imaging triage, maternal-fetal risk prediction, and administrative automation. Speakers said these tools can reduce clinician burden, improve patient experience, speed treatment, and in some cases improve outcomes, including a reported mortality benefit from a Kaiser predictive model and faster thrombectomy times at Cedars-Sinai. Members raised concerns about accuracy with accents and multilingual visits, whether predictive tools could reinforce bias or lead to more interventions such as C-sections, and how to ensure a human remains in the loop for important decisions. The second panel, including representatives from the California Health Care Foundation, UC Berkeley, and Stanford, focused on policy and governance challenges. Testimony highlighted examples of AI supporting homelessness outreach and community health work, but also warned that biased algorithms can encode inequities, especially when trained on data that reflect under-treatment of Black, rural, or low-income patients. Witnesses urged clearer standards for trustworthy AI, stronger monitoring and governance structures, better data access for accountability, and attention to the safety net’s limited resources. Several speakers argued that states should require health systems to have AI governance processes, clarify liability between developers and deployers, and regulate downstream uses of AI while preserving access to data for lifesaving research and oversight.
TX
Transcript Highlights:
  • Ensure the accuracy. That means you're going to compare it with. something.
  • No, and the code says that you are to ensure the accuracy.
  • You would have the two things you need to actually make a comparison. to determine the accuracy, couldn't
  • but voters are to vote in certain races and not others, and this is supposed to double-check that accuracy
  • Boards to determine the accuracy. And then you go to the report, the accuracy of the results.
Bills: HB223
TX

Texas 89th Regular

Veteran Affairs Apr 15th, 2025

Veteran Affairs

Transcript Highlights:
  • Finally, this voluntary option will enhance the accuracy of state data recording for active military
  • Finally, this volunteer option will enhance the accuracy of state data recording.
  • Accuracy in a service member search is greatly improved with a Social Security number, which is also
  • And then enhancing the accuracy of the state database regarding active military.
  • And then enhancing the accuracy of the state database regarding military, active military.
Summary: The Senate Committee on Veteran Affairs heard several bills focused on veterans’ mental health, criminal justice coordination, cemetery expansion, housing, vehicle registration, and anti-discrimination protections. SB 2926 would transfer administration of veterans’ mental health initiatives from HHSC to the Texas Veterans Commission, create a community-based mental health grant program, require a statewide veteran suicide prevention action plan, and add annual reporting requirements. SB 2938 would require county jails to verify and report veteran status at intake, help veteran inmates apply for federal benefits, and provide access to county veteran services and free visitation with service coordinators. Both bills were described as joint or practical efforts to improve coordination and service delivery for veterans, and both were left pending after no public testimony was offered. The committee also heard SB 2543, which would give more flexibility to expand the Texas veterans cemetery system, and SB 2545, which would explore using manufactured homes as another affordable housing option for veterans through the Veterans Land Board. SB 2545 drew questions about how manufactured-home loans would work; a Texas Veterans Land Board witness said implementation would likely require closing at a title company rather than through a retail bill of sale, and the Texas Manufactured Housing Association testified in support. Both cemetery and housing bills were left pending. Members then heard SB 2007, which would let vehicle registration applicants voluntarily designate military status so the DMV could record it and help with benefits and towing/impound issues involving deployed service members. Witnesses from the towing industry and DMV supported the bill, saying the current system lacks enough identifying information to run military-status checks and that the indicator could help prevent vehicles from being sold while owners are deployed. SB 2104 would add military status as a protected class under state anti-discrimination laws for employment, housing, and utilities; the author said it would address ongoing discrimination against service members, veterans, and military families. The Texas VFW supported the bill, citing the Leroy Torres case as an example of why additional state protections are needed. After discussion about overlap with federal law and existing state protections, SB 2104 was also left pending.
WA
Transcript Highlights:
  • Today, the State Auditor's Office staff are presenting their recent report examining the accuracy of
  • school funding at OSPI, which is the... ...examining the accuracy of school funding at OSPI, which is
  • I'm presenting today the audit on examining the accuracy of school funding systems at OSPI.
  • of the funding received. ...forecast their funding, nor can they confirm the accuracy of the funding
  • So we only want to put in as much resources in the current system as necessary to ensure accuracy and
Summary: The Joint Legislative Audit and Review Committee subcommittee heard a State Auditor’s Office performance audit on the accuracy and reliability of OSPI’s school apportionment system. Auditors said the system, which calculates and distributes K-12 funding using multiple feeder systems and a core apportionment engine, is outdated, unstable, inefficient, and at high risk of failure. They reported weak controls over data input, documentation, oversight, and staffing, and said OSPI relies heavily on manual workarounds, a few knowledgeable staff, and vendor support. In limited testing of three districts, the auditors found the system calculated funding correctly for the 2023-24 school year, but they identified nine small input discrepancies tied to differences between budget materials and state law, which they said could compound into larger dollar amounts. The auditors recommended replacing or modernizing the system and noted that delays in doing so prolong risk. OSPI largely agreed that the current platform needs replacement and said it has been working toward a new system for years. Agency officials clarified that the Legislature requested a feasibility study in 2022, that the study found the system at risk of catastrophic failure, and that funding for a replacement is now in the state IT pool subject to OCIO/OFM gate reviews. OSPI disputed the audit’s characterization of the rounding and budget-law discrepancies, saying the issue was an agency rule and implementation choice, not an error that caused under- or over-allocation. Officials also said the current system is too old to easily absorb future formula changes, but that the planned replacement should be flexible enough to handle a new funding model if the Legislature adopts one. Committee members asked about the amount and timing of the $16 million project funding, whether smaller districts face greater risk, how many times data is entered, and whether the funding formula should be simplified. Auditors and OSPI both emphasized that formula simplification is a policy question for the Legislature, not the audit. Public testimony came from one online witness, who urged full implementation of the audit recommendations and modernization of the system. The subcommittee took no formal vote and adjourned after the presentations and testimony.
MN

Minnesota 2025-2026 Regular Session

House Human Services Finance and Policy Committee 1/22/25

Human Services Finance and Policy

Transcript Highlights:
  • However, the Department of Human Services has not reviewed or verified that report for accuracy, and
  • Thank you, Miss Lyson, for your... slide um it's hard to tell the accuracy slide um it's hard to tell
  • they really need to ensure the accuracy they really need to ensure the accuracy of<00:16:12.480>
  • I think more verifying it for accuracy I think more Reliance<00:26:19.720> could<00:26:19.880
  • of this information um for accuracy of this information um for financial<00:59:17.119> statement<
Keywords: 1183, house
Summary: The committee approved the January 16, 2024 minutes without objection. Members then heard a presentation from the Office of the Legislative Auditor on its December 2024 performance audit of the Department of Human Services’ outstanding provider debt in Minnesota’s Medicaid fee-for-service program. Legislative Auditor Judy Randall said the audit was launched after the office noticed a large accounts receivable balance during the state financial statement audit and became concerned that DHS did not understand the extent of the overpayments, had poor data, and planned to forgo recovery of some recoverable balances. Deputy Legislative Auditor Lori Lyson explained that DHS had reported $51.7 million in provider debt across about 2,500 providers in fiscal year 2023, with testing focused on long-term care facilities and the largest balances. The audit concluded DHS did not comply with legal requirements and lacked adequate internal controls. Findings included that DHS had not attempted to recover more than $40 million since collection notices were last sent in 2015 and 2019; that the department planned to write off some balances under $1,000 and some older than six years despite the auditors’ view that at least some of that debt may still be recoverable; that DHS overstated accounts receivable in its financial reporting because it had not updated its allowance calculation since 2019; and that MMIS data were insufficient to verify balances, with 20 of 59 sampled providers not reconciling and many dates inaccurate. In response to member questions, the auditors said the overpayments appeared to be routine program adjustments rather than fraud, but the department could not explain many of them because detailed data are only retained for about three years. They also said they did not know which specific DHS leader approved not collecting the debt, and that responsibility for recovery appeared split between program and finance staff, with each pointing to the other. The auditors recommended DHS recover the debt where possible, improve internal controls, retain better documentation, ensure accurate financial reporting, and work with the legislature if needed to clarify recovery authority.
TX

Texas 89th Regular

Elections Mar 6th, 2025

Elections

Transcript Highlights:
  • That weekly... basis is very important because it highlights the accuracy and the freshness of that data
  • Your logic and accuracy test, county by county, how are those turning out?
  • But that's the purpose of logic and accuracy. that the devices are functioning as they are intended to
  • Not operating as it should, you discover it during the logic and accuracy test.
  • And we are committed to continually enhancing the performance, security, accuracy. and accessibility
Keywords: 1184, house, all
WA
Transcript Highlights:
  • Today, the State Auditor's Office staff are presenting their recent report examining the accuracy of
  • school funding at OSPI, which is the... ...examining the accuracy of school funding at OSPI, which is
  • I'm presenting today the audit on examining the accuracy of school funding systems at OSPI.
  • school district financial managers cannot easily forecast their funding, nor can they confirm the accuracy
  • So we only want to put in as much resources in the current system as necessary to ensure accuracy and
Keywords: 904, all
Summary: The committee heard a State Auditor’s Office performance audit on OSPI’s school apportionment system, which distributes K-12 funding to districts. Auditors said the system and its underlying 2008-era infrastructure are outdated, unstable, inefficient, and at high risk of errors or failure. They also found weak controls over data input, documentation, oversight, and monitoring, with heavy reliance on a small number of staff and vendor knowledge. In limited testing of three districts, the system calculated 2023–24 funding correctly, but auditors identified small discrepancies between state budget inputs and underlying statutory language and said broader system risks remain unresolved. JLARC members asked about the scope of the district testing, whether smaller districts face greater risk, the meaning of the funding discrepancies, and whether the system could support a future change to a simpler per-student funding formula. Auditors said the discrepancies were small but could compound into millions statewide, and that the audit did not evaluate broader policy questions or alternative system owners. They recommended OSPI modernize or replace the system and address current control weaknesses while the new platform is developed. OSPI officials largely agreed that the current platform needs replacement and said a feasibility study completed in 2024 found the system at catastrophic risk of failure. They clarified that the Legislature had approved up to $16 million in the state IT pool for the project, but that funding is released through gated oversight and not all of it had yet been appropriated for the current biennium. OSPI disputed the auditor’s characterization of some rounding and budget-law issues, saying the calculations were consistent with agency rules and legislative inputs, and explained that some manual workarounds are used to handle newer statutory requirements. One member of the public testified in support of modernizing the system and strengthening controls. The committee then adjourned.
FL

Florida 2026 Regular Session

Military and Veterans Affairs, Space, and Domestic Security Feb 11th, 2025

Military and Veterans Affairs, Space, and Domestic Security

Transcript Highlights:
  • billions of points, laser points, scanned by the laser to give us accurate measurements because accuracy
  • Comparable technologies today have an accuracy of roughly the height of a basketball goal.
  • with, using safe and visible lasers from space ensures that the data collection has a degree of accuracy
  • The safe and visible lasers from space ensure that the data collection has a degree of accuracy not yet
  • supposed to look—but our innovative spacecraft and instruments are redefining global standards for accuracy
Summary: The committee met to hear presentations on Florida’s space economy and related infrastructure. SpaceX Vice President Kiko Donchev described the company’s Florida operations, launch cadence, reusable rocket program, Starlink service, and plans for future Starship activity at the Cape. Senators asked about Florida employment, expansion plans, satellite lifetimes, disaster-relief uses of Starlink, and recreational connectivity; members also praised SpaceX’s hurricane response and broader public benefits. Donchev said SpaceX’s Florida workforce has grown to about 1,600 and that the company hopes to add Starship pads and continue expanding in the state. The committee then recognized Commander Dennis Baker for his military service and veteran advocacy, including his leadership of the Florida Veterans Foundation, grant work, the Walk of Honor, and the Gadsden Flag license plate program. Members highlighted that revenue from the plate helps fund veterans’ dental care and noted upcoming dental services for veterans in Volusia County. Baker received a flag flown over the Capitol and a framed gubernatorial proclamation. Newview CEO Clint Grumman presented the company’s commercial satellite LiDAR mapping system, describing its Lake Nona headquarters, Florida ownership, planned jobs, and applications for infrastructure planning, environmental monitoring, and disaster response. He said the company’s satellite data could improve accuracy and lower costs, and noted partnerships including a Department of Defense contract and a European Space Agency moon-mapping effort. Space Florida then outlined its role as the state’s aerospace finance and business development authority, emphasizing its pipeline of projects, spaceport improvement program, workforce academy, and efforts to address infrastructure constraints and seek tax-exempt bond authority for spaceports. NASA’s Kelvin Manning closed with an update on Kennedy Space Center, highlighting Artemis progress, rising launch demand, commercial partnerships, economic impact, and the Florida University Space Research Consortium. No bills were voted on, and the meeting adjourned after comments from members.
MN

Minnesota 2025-2026 Regular Session

Legislative Budget Office Oversight Commission 1/22/26

Minnesota House Floor Meeting

Transcript Highlights:
  • It can be difficult to determine the accuracy of dynamic analysis.
  • accuracy I think of dynamic analysis. accuracy I think of dynamic analysis.
  • <00:20:53.200> And determining the accuracy later on.
  • And determining the accuracy later on.
  • <01:09:31.679> of how we currently track the accuracy of how we currently track the accuracy
Keywords: 919, house, all
Summary: The Legislative Budget Office Oversight Commission met on January 22, 2026, with a quorum present and approved the minutes from the December 17, 2025 meeting. The main presentation was by Erikica McKeler of the National Conference of State Legislatures on dynamic fiscal notes, dynamic scoring, and how they differ from static fiscal notes. She explained that dynamic analysis tries to capture broader economic and behavioral effects of policy changes, but that most states have experimented with it only briefly, often for tax bills, and many have later scaled back or abandoned the practice because it is staff-intensive, expensive, and difficult to validate. McKeler highlighted examples from Texas, Utah, and Arkansas. Texas requires dynamic fiscal impact statements for certain large tax or fee measures and for the biennial appropriations bill; Utah has done such analyses on request during the interim but only when staff time allows; and Arkansas recently began producing dynamic fiscal notes with thresholds and request limits. She noted that these states generally use REMI software, though Utah switched to IMPLAN for cost reasons. She also outlined common challenges, including the need for strong staff expertise, the sensitivity of results to assumptions, the expense of software licenses, and the difficulty of measuring accuracy over time. Members then discussed whether dynamic scoring could be useful for health and human services programs where a policy may shift costs between settings rather than create a simple new expense. Senator Marty raised a Medicaid example involving home-based blue light therapy for newborns, arguing that dynamic analysis might better capture potential savings from avoiding longer hospital stays. Legislative Budget Office and Minnesota Management and Budget staff responded that such effects may be better understood as direct program substitutions rather than true dynamic effects, and emphasized the need for reliable data and caution because savings estimates could reduce appropriations if they do not materialize. The discussion also touched on whether dynamic models would capture local government impacts, but no formal action was taken beyond the approval of minutes and receipt of the presentation.
MN

Minnesota 2025-2026 Regular Session

Committee on Health and Human Services - 03/25/26

Health and Human Services

Transcript Highlights:
  • Uh, increase SNAP payment accuracy and improve SNAP administration, uh, enhance program integrity in
  • <00:03:09.360> and Uh increase SNAP payment accuracy and Uh increase SNAP payment accuracy
  • and minimize state payment accuracy and minimize state fiscal<00:04:04.640> obligations<00:04
  • and ease worker burden payment accuracy and ease worker burden burden. burden. burden.
  • <01:04:59.440> One accuracy and audit preparedness. One accuracy and audit preparedness.
Keywords: 1187, senate, all
MN

Minnesota 2025-2026 Regular Session

Legislative Budget Office Oversight Commission 12/17/25

Minnesota House Floor Meeting

Transcript Highlights:
  • I've been asked to present an analysis that would evaluate the accuracy of fiscal estimates of fiscal
  • It informs the legislature on the accuracy of particular budget items.
  • <00:15:43.360> of first is to improve the accuracy of first is to improve the accuracy of
  • <00:16:02.480> So accuracy of particular budget items.
  • So accuracy of particular budget items.
Keywords: 919, house, all
Summary: The Legislative Budget Caucus Public Commission met with a quorum present, approved the September 3, 2025 minutes, and then heard a presentation from Legislative Budget Office Director Christian Larson on proposed updates to the fiscal note uniform standards and procedures. The main changes clarified that agencies must still complete a fiscal note when a bill or section cannot be implemented because of federal law, with the note explaining the implementation issue and costing only the portions that can be implemented. A second change said technical comments about possible future litigation may be included in the narrative but not in the cost tables. Members discussed how these rules would apply when only part of a bill is unimplementable versus when an entire bill is, and whether requiring a note in those cases is the best use of agency time. The commission also approved a new procedure on funding-source assumptions for expanded programs, including assuming the current funding source unless the bill says otherwise and defaulting to the general fund if no source is identified. The updated standards and procedures were adopted by a 7-0 roll call vote, with Senator Wickland excused. The commission then received a second presentation from Director Larson on a possible analysis of the accuracy of fiscal estimates and budget items after enactment. He described this as a variance analysis comparing fiscal note estimates to actual fiscal impacts, intended to improve future estimates, inform the legislature, and increase accountability. He summarized practices in other states, noting that most variance reviews are ad hoc, while Utah and Tennessee have more formalized legislative reports; he also referenced an LBO pilot review done in 2022 based largely on Tennessee’s model. The presentation outlined possible report formats, including a single annual report, standalone briefs, or topic-specific reviews, and raised implementation questions such as who would select items for review, whether the analysis should be limited to fiscal notes, what statutory authority or data access would be needed, and what resources would be required from both agencies and the LBO. Members did not take action on the second presentation. Representative Anderson and Vice Chair Pratt commented that the proposal is complicated but potentially useful for improving future fiscal notes and transparency, and the chair indicated the discussion was for future consideration rather than an immediate decision.
FL
Transcript Highlights:
  • at these airplanes, you can see the different sides of the airplanes, all within centimeter level accuracy
  • of billions of points laser point scanned by the laser to give us accurate measurements because accuracy
  • Comparable technologies today have an accuracy of roughly the height of a basketball goal.
  • begin with using safe, visible lasers from space ensures that the data collection has a degree of accuracy
  • slide is supposed to look but are innovative space craft an instrument redefine global standards for accuracy
Keywords: 999, senate, all
TX

Texas 89th 2nd C.S.

Elections May 14th, 2026

Elections

Transcript Highlights:
  • So does cost carry any weight as to accuracy? Sure, it does.
  • Accuracy goes down and enhances.
  • One of the things to consider as well for accuracy and efficiency is GIS systems.
  • We do have the logic and accuracy testing that we conduct in advance of the election.
  • These systems are expected to operate with near-perfect accuracy.
Keywords: 1184, house, all
MN
Transcript Highlights:
  • The scope of this audit is really looking at the eligibility and accuracy of overtime and shift bonus
  • the of this audit is really looking at the eligibility<00:01:07.280> and<00:01:07.520> accuracy
  • <00:01:08.080> of<00:01:08.400> overtime eligibility and accuracy of overtime eligibility
  • and accuracy of overtime shift<00:01:10.000> bonus<00:01:10.479> pay<00:01:10.960>
  • These systems will improve our payroll accuracy and may result in some savings when it's applying all
Keywords: 1183, house