Big Updates Coming. We're preparing major updates to our UDO research and proposal. Some details on these pages may change soon.

The Case for UDO Reform

The data, the precedents, and the policy levers that make Overland Park's zoning rewrite a generational opportunity for housing access.

The Adopted Framework

FrameworkOP, the city's adopted comprehensive plan, established the policy framework that the UDO rewrite is supposed to implement. These are the key policies and action items most relevant to housing and zoning reform:

P-LU.5 Increase Housing Choices, including "missing middle" housing

P-LU.9 Encourage Development of Complete Neighborhoods

P-H.1 Foster Development of a Variety of Housing Types, attainable to residents at many stages of life and with varying incomes

P-H.4 Utilize Creative Tools for Increasing Housing Choice (pocket neighborhoods, permit-ready designs, missing middle)

A-H.5 Revise regulatory standards to remove procedural barriers to missing middle housing

A-H.6 Revise regulatory standards to remove barriers to infill lots

The data below shows where Overland Park stands against its own adopted goals.

Overland Park by the Numbers

Renter vs. Owner Households

38.5% of Overland Park households are renters. The effects of restrictive zoning fall disproportionately on them.

The Widespread Affordability Gap

Light green = 30% of income | Dark green = remaining income | Red shaded = affordability gap

The "Preferred" vs "Supported" Distinction

Every proposed district sorts potential uses into preferred and supported. This language is aspirational. The critical question is whether "supported" uses (like duplexes in Neighborhood 1) will be permitted by right or subjected to discretionary review. A-H.5 directs the city to "review the Unified Development Ordinance and identify development standards and procedural barriers to creating missing middle housing...and revise the regulations to make it easier to build these housing types." If "supported" means discretionary review rather than by-right approval, the code is creating exactly the kind of procedural barrier A-H.5 was written to eliminate.

Boise's recent reform experience makes the stakes clear: allowing accessory dwelling units (ADUs) by right produced a 650% increase in applications. Conversely, requiring discretionary review (like a special use permit) suppresses housing production even when the district explicitly "supports" the use.

Legacy Development: A Sleeper Issue for Renters

When the new UDO takes effect, many older apartment complexes in northern Overland Park won't meet new landscaping or design standards. If classified strictly as nonconforming, any significant renovation triggers expensive requirements to bring the entire site into compliance, so buildings simply don't get renovated.

The outline proposes a "legally conforming legacy development" distinction. If implemented right, this allows incremental property improvements without forcing full compliance, protecting the city's most attainable housing stock.

SB 391 and State Preemption

SB 391 (source-of-income discrimination preemption) passed the Kansas Senate 31-7 and faces House hearings. Backed by realtors and landlords, it would block cities from requiring landlords to accept housing vouchers.

If the state preempts direct tenant protections, local land-use regulation through the UDO becomes the most vital lever Overland Park retains to influence housing access.

Comparable Cities

Overland Park isn't doing this in a vacuum. Similar cities have implemented these exact reforms to address similar housing deficits:

Lawrence, Kansas

Allowed missing middle housing and ADUs in all residential zones, and eliminated parking minimums entirely (effective April 2025). This is the nearest precedent under the exact same state legal framework.

Kansas City, Kansas

Enacted a 3-year moratorium on commercial parking minimums east of I-635 (July 2025). A powerful KC metro precedent.

Spokane, Washington

Passed by a 7-0 bipartisan vote. Allowed duplexes up to fourplexes across residential zones, contributing to record building permits in 2024.

Minneapolis, Minnesota

Added 12% to its housing stock over 5 years under the 2040 plan reforms. Rents remained flat while peer cities saw sharp increases.

FrameworkOP P-H.4 (Utilize Creative Tools for Increasing Housing Choice) explicitly lists missing middle housing, pocket neighborhoods, permit-ready designs, and hotel-to-apartment conversions. The cities above have implemented exactly these tools. Overland Park's own plan already endorses the approach.

March 2026 Update

Draft Documents Released

On March 2, 2026, the city's UDO consultant released the first substantive structural documents for the core zoning rewrite, proposing to consolidate 33 districts into 11. The draft documents are cataloged in our source library.

Here is a summary of the proposed districts most relevant to our constituency, drawn from the Guiding Principles document:

Neighborhood 1 (N1)

Replaces: Mostly single-family zones (R-1, R-1A).
Preferred uses: Single-family detached.
Supported uses: Cottages, duplexes, townhomes.

Key question: Will supported uses be permitted by right?
FrameworkOP: P-LU.5, Housing 2 use category (cottage-style, duplexes, townhomes)

Neighborhood 2 (N2) & 3 (N3)

Replaces: R-2, R-3, deeper residential.
Focus: Progressively more flexibility. N3 allows up to 4 stories and zero front setback from local streets (Option 2).

Key question: Is single-family detached still allowed here?
FrameworkOP: P-LU.5, P-LU.8 (Promote Appropriate Linkages and Transitions Between Adjacent Land Uses)

Neighborhood Center (NC) & Regional Center (RC)

Replaces: Auto-oriented retail hubs.
Focus: Facilitating mixed-use transition for underperforming commercial centers.

Key question: Will parking minimum reductions apply here?
FrameworkOP: P-LU.2 (Focus Growth Along Strategic Investment Areas), P-LU.3 (Direct Growth to Infill and Redevelopment Sites)

Neighborhood Bus./Commercial Corridor

Focus: Allowing older transit corridors and business routes to gain residential life.

Key question: Will commercial-to-residential conversion be streamlined?
FrameworkOP: P-LU.3, P-H.4 (transition of older hotel/lodging uses to apartments)

Our Read of the Draft Code

FrameworkOP, the city's adopted comprehensive plan, calls for vibrant neighborhoods with a variety of housing types and attainable options for residents at every stage of life. The UDO rewrite is how the city delivers on that commitment.

We're tracking the process, analyzing every draft, and advocating for a code that matches the city's own vision.

The Market Study Says One Thing, the Code Draft Says Another

The RCLCO market study identifies structured parking costs as a key barrier to the types of compact, walkable development the city says it wants. VTPI data shows suburban surface parking runs $11,000 to $14,000 per space in land and construction costs alone, before annual operating expenses.

Despite this, the code outline says it will "carry forward" existing parking standards. This makes no sense when neighboring cities are moving forward: Lawrence just eliminated parking minimums citywide, Kansas City (KS) suspended them, and Kansas City (MO) removed them downtown.

Where the New Districts Help

  • Simpler code: Consolidating 33 base zones into 11 makes the process more predictable for everyone.
  • Missing middle progress: The Neighborhood 1 district lists cottages, duplexes, and townhomes as "supported" uses, a meaningful step away from strict single-family zoning. This aligns directly with P-LU.5 (Increase Housing Choices) and P-H.4, which calls for missing middle housing and pocket neighborhoods as tools for diversifying the housing stock.
  • Better commercial areas: Neighborhood Center and Regional Center districts will allow underperforming auto-oriented centers to transition into mixed-use hubs. With a 20.9% office vacancy rate, this is critical. (A Kansas City-specific Urban3 analysis found mixed-use yields 10x the tax revenue per acre compared to auto-oriented development.)

Where the Critical Details Are Missing

The Childcare Gap: Despite a shortage of over 14,000 childcare slots in Johnson County, the draft use list of 35 specific categories entirely omits childcare. It must be explicitly permitted by right.

"Supported" vs. "Permitted": The code lists diverse housing types as "supported." If this means by-right approval, it will work. If it means discretionary review and lengthy hearings, very few will get built.

Vague Administrative Flexibility: The outline mentions a staff-level modification procedure. For this code to succeed, administrative approval must be the default for projects that meet objective standards.

These gaps run counter to specific FrameworkOP action items. A-LU.1.C directs the city to "remove regulatory barriers that impede the development of a diversity of housing types and price points." A-LU.1.J directs the city to "address barriers to missing middle housing and infill development." A-H.5 directs the city to revise regulatory standards that create procedural barriers to missing middle housing. These are adopted action items, not aspirational suggestions. The code draft needs to follow through.

What This Means for Renters

  • Legacy development: If older apartment complexes are branded "nonconforming," renovations become nearly impossible. The new "legacy development" category could protect this crucial housing stock. This connects to P-H.2 (Support Aging and Established Neighborhoods) and A-H.2, which directs the city to monitor factors that impact the retention of attainable housing.
  • The family definition: The current code limits households to four unrelated people, a rule that penalizes roommates and non-traditional families. The rewrite must remove this cap. A-LU.1.C specifically directs the city to "remove regulatory barriers that impede the development of a diversity of housing types and price points." An occupancy cap based on family relationships is exactly that kind of barrier.
  • Tenant protections: The draft code leaves rental licensing out of the UDO, squandering a chance to directly tie zoning rights to building quality standards.

The State Legislature Adds Urgency

SB 391 recently passed the Kansas Senate (31-7) and had a House hearing. It would prohibit cities from requiring landlords to accept housing vouchers. If the state continues narrowing tenant protections, the local zoning code becomes our most vital tool for ensuring housing access.

Sources & Research

City of Overland Park Adopted Plans
City of Overland Park, Adopted 2024
The city's adopted comprehensive plan. Key housing policies: P-LU.5 (Increase Housing Choices), P-H.1 (Variety of Housing Types), P-LU.9 (Complete Neighborhoods).
2026 Strategic Goals
City of Overland Park, 2026
Directs the city to evaluate options for incentivizing diverse and attainable housing, revise regulatory standards to encourage missing middle housing, and remove barriers to infill lots.
Overland Park Housing Data
OP Strategic Planning (Erin Ollig), January 2026
OP needs ~1,420 units/yr through 2030; averaging <700 built; only 1 home at attainable price since 2021.
Johnson County Post, January 2026
United Community Services of Johnson County, 2021
OP Planning & Development Services, December 2024
61.5% owner / 38.5% renter; 29,420 population increase by 2030; voucher waitlist ~500 families.
Redfin, January 2026
RentCafe / Yardi Matrix, December 2025
Point2Homes (ACS), 2023
United Community Services, January 2024
UDO Draft Documents (March 2026)
RCLCO Real Estate Advisors, March 2026
Data-driven demand projections through 2050 calling for parking reform and more homes per acre.
City of Overland Park / Consultant, March 2026
Guiding Principles + District Summaries
Distributed at March 12 open house
City of Overland Park / Consultant, March 2026
City of Overland Park / Consultant, March 2026
The only district with actual dimensional standards released, showing the new "tier" approach.
Market Study Alignment Memo
Distributed at March 12 open house
Portfolio Homes Pilot
Distributed at March 12 open house
Comparable City Reforms
City of Lawrence, November 2024
Nearest Kansas precedent: missing middle in all residential zones, parking minimums eliminated. Effective April 2025.
Better Cities Project / Unified Government, July 2025
Pew Charitable Trusts, January 2024
Sightline Institute, April 2024
The Urbanist, November 2023
Sightline Institute, June 2025
Arlington Magazine, 2025
Kansas City, MO, 2022–23
Parking & Cost Research
VTPI / Todd Litman, December 2025
Definitive suburban cost analysis: 1 space = +12.5% dev cost; suburban land costs at ~$8,000 per space and surface lot construction at $3,000 to $6,000 per space.
Local Housing Solutions (Furman Center / NLC), 2024
Strong Towns / Urban3, 2020
Kansas City-specific analysis: mixed-use yields 10x the tax revenue per acre vs. auto-oriented development.
American Planning Association, October 2018
U.S. Department of Transportation, January 2025
Legal & Policy
Kansas Legislature, 2025–26 Session
Passed Senate 31-7. Would block cities from requiring landlords to accept housing vouchers.
Oregon Legislature, 2021 (via Reason / AEI)
Metropolitan Abundance Project, 2024

Privacy Policy

Last updated: October 14, 2026

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OP Voice Transparency

AI Use Policy

How We Use AI in Our Research and Writing

Updated: October 2026

Scope: All OP Voice research, policy drafting, and community projects

Objective: Ensuring human judgment remains the foundation of civic advocacy

Part I

Why This Exists

As a one-person organization juggling a full-time job and serious policy work, efficiency is a necessity. However, if we demand transparency from the City on their AI use, we owe you the same.

Core Principles:

  • 1.
    Authenticity Over Polish: AI helps me be more thorough, but it never replaces the reading or the judgment.
  • 2.
    Transparency as Default: If AI contributed significantly to a piece of work, we disclose it.
  • 3.
    Human-in-the-Loop: AI can surface patterns, but humans make the call on what matters.

Part II

How the Work Actually Happens

Step 1: Human Research & Analysis

Every project starts with reading actual documents: city contracts, vendor policies, ordinances, and investigative reporting. I form my own hypotheses and arguments from this research foundation. AI never sees a blank slate; it sees work I've already started.

Step 2: Using AI to Cover Gaps

AI tools are used to find sources I might have missed, identify logical holes, and synthesize patterns across multiple documents. All AI-surfaced sources get verified independently. We use multiple AI systems to avoid vendor lock-in.

Step 3: Red-Teaming & Stress-Testing

Before committing to a position publicly, I use AI to find the strongest counter-arguments. This helps identify vulnerabilities before they reach the City Attorney or Council. If red-teaming reveals a weak position, I change or abandon it.

Part III

The Red-Teaming Practice

Red-teaming is the most valuable way I use AI. It's brutally honest feedback without social pressure.

The Red-Team Protocol: What We Ask

"What's the strongest case against this?"

Finding the counter-perspectives early.

"What am I assuming that I shouldn't?"

Exposing blind spots in our logic.

"Where is this most vulnerable to criticism?"

Strengthening the evidentiary base.

"How would city staff oppose this?"

Preparing for the real-world debate.

Part IV

Verification & Disclosure

Section 1: The Human Verification Standard

This mirrors our February 2026 RTIC governance proposal. Just as OPPD shouldn't take enforcement action based solely on an AI alert, OP Voice doesn't publish AI analysis without human verification.

Claims verified vs original sources
Tested against lived experience
Judgment on community needs
Tone edited for authenticity

Section 2: Clear Disclosure Requirements

Disclosure is required for research posts where AI helped find sources, policy documents with AI assisted structure, or any content where AI contribution was substantial.

"Research conducted by OP Voice, gaps filled and verified with AI assistance. Draft organized with AI tools, substantially edited for accuracy and voice."

Part V

Accountability When AI Gets It Wrong

No verification process is perfect. If AI-assisted research leads to an error in published work, our response is human-centered:

Public Correction

We correct it with the same visibility as the original post, explaining what went wrong (bad source, flawed synthesis, verification gap).

Human Accountability

We don't hide behind "the AI got it wrong." The human verified it. The human published it. The accountability is 100% human.

What This Means for Readers

When you read an OP Voice research post, the sourcing is real. I've read the contracts, the ordinances, and the vendor policies myself.

Where AI shows up is in the gaps: flagging a case I hadn't found, catching a logical inconsistency, or helping organize 30 pages of research into something readable. The positions, the framing, and the decision to publish are mine.

If something seems off or you want to see the underlying sources, ask. That's the whole point.

This policy is a living document, evolved through community feedback and technical changes.

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