The map
Who keeps showing up together
The map
Drawing who keeps showing up together…
Drawing who keeps showing up together…
Which organizations, places, and projects keep appearing together in Bentonville’s news and public records — with the documents behind every pairing. Appearing together is not proof of partnership, ownership, influence, or endorsement; it’s a lead worth reading.
We filter out pairings that are just boilerplate — a publisher’s name on every story, a city name in every dateline — so what’s left means something.
The map draws the top 80 of 4,278 active names in this window so it stays readable. Quieter names are still counted in the summary. We cap what renders to keep the page fast.
Every line on the map is a “co-mention” — two names appearing together in the same public document. We rank the pairs that are easier to verify: named civic actors, multiple independent sources, recent publication dates, pairings across different kinds of actors, and passages where both names appear in the same context.
Names are ordered by civic signal — mention volume weighted toward Bentonville government evidence — not raw mention count. Each time window is counted and filtered on its own, so counts are not comparable across windows.
Current window filtering
“Notable connections” is the narrower surface: pairs with a classified relationship type — funding, acquisition, appointment, policy, and similar — where both endpoints are named actors, not generic topics or ordinary parent/child institution links. “Snippet-verified” means the classifying keyword appears in the same passage as both names, the most defensible label; “Title-classified” means the keyword only appeared in a source title, a weaker signal worth checking. Connections are sorted by notability score, which combines document count, source diversity, cross-type relevance, specificity, recency, snippet evidence, and classification confidence.
The strongest pairs rise to the top after we merge alternate names for the same entity, downweight place names that appear in nearly every local story, and score for source diversity and recency. Every row links to its sources and snippets — read them before treating a pairing as more than a lead.
Getting the map ready. The ranked list below is ready to read now.
First seen Jul 28; 3 documents; full details below.
3 documents; 2 sources; first seen Jul 28; signal score 5.
Sam M. Walton College of Business and Walton Family Foundation are connected through a funding (keyword: "grant"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
… the construction of Dillard Hall. The Sam M. Walton College of Business at the UA said July 28 that it received a $10 million grant from the Walton Family Foundation to support the construction of Dillard Hall. The Walton College previous
Bentonville Schools Board of Education links multiple government record sources in the Observer evidence set.
4,198 quieter names are counted but not drawn.
Sam M. Walton College of Business and Walton Family Foundation are connected through a funding (keyword: "grant"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
… the construction of Dillard Hall. The Sam M. Walton College of Business at the UA said July 28 that it received a $10 million grant from the Walton Family Foundation to support the construction of Dillard Hall. The Walton College previous
University of Arkansas fundraising exceeds $169 million in fiscal 2026 · Talk Business & Politics · 2026-07-31The Sam M. Walton College of Business at the University of Arkansas said Tuesday (July 28) that it has received a $10 million grant from the Walton Family Foundation to support the construction of the approximately 100,000-square-foot Mandy and Bill Dillard II Hall. “This…
$10 million from Walton Family Foundation to help build Dillard Hall · Talk Business & Politics · 2026-07-28The Sam M. Walton College of Business has received a $10 million grant to support construction of Mandy and Bill Dillard II Hall. The grant from the Walton Family Foundation will advance the new academic building designed to expand classroom capacity, strengthen student collabora…
$10 Million Grant Supports New Academic Building at Walton College · University of Arkansas Business and Technology News · 2026-07-28McMillon Innovation Studio and University of Arkansas are connected through a funding (keyword: "grant"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
udy areas, collaboration spaces and the McMillon Innovation Studio. “This grant will help ensure that generations of University of Arkansas business students learn, collaborate and prepare for meaningful…
$10 Million Grant Supports New Academic Building at Walton College · University of Arkansas Business and Technology News · 2026-07-28Sam M. Walton College of Business and Mandy and Bill Dillard II Hall are connected through a funding (keyword: "grant"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
The Sam M. Walton College of Business at the University of Arkansas said Tuesday (July 28) that it has received a $10 million grant from the Walton Family Foundation to support the construction of the approximately 100,000-square-foot Mandy and Bill Dillard II Hall. “This grant w…
$10 million from Walton Family Foundation to help build Dillard Hall · Talk Business & Politics · 2026-07-28The Sam M. Walton College of Business has received a $10 million grant to support construction of Mandy and Bill Dillard II Hall. The grant from the Walton Family Foundation will advance the new academic building designed to expand class
$10 Million Grant Supports New Academic Building at Walton College · University of Arkansas Business and Technology News · 2026-07-28ation created operating support for the McMillon Innovation Studio and a construction fund for its future home. The studio is planned for Mandy and Bill Dillard II Hall, where students from across campus will have space for learning a
Alumni and Friends Commit More Than $169.6 Million, Marking Back-to-Back Top-Five Fundraising Years · University of Arkansas News · 2026-07-31illion grant to support construction of Mandy and Bill Dillard II Hall. The grant from the Walton Family Foundation will advance the new academic building designed to expand classroom capacity, strengthen student collaboration and support the college’s continued growth. Planned f…
$10 Million Grant Supports New Academic Building at Walton College · University of Arkansas Business and Technology News · 2026-07-28University of Arkansas and Fay Jones School of Architecture and Design are connected through a infrastructure (keyword: "Design in 2024 as creative services manager, bringing with her a background in graphic design shaped by work in tourism, advertising and commercial printing. A graduate of the University"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Rachel Callahan joined the Fay Jones School of Architecture and Design in 2024 as creative services manager, bringing with her a background in graphic design shaped by work in tourism, advertising and commercial printing. A graduate of the University of Arkansas at Little Rock wi…
Rachel Callahan Designs Connection Via Creative Services Role at Fay Jones School · University of Arkansas News · 2026-07-27Several members of the Fort Smith Board of Directors on Tuesday (July 28) questioned a more than $10 million financing plan to redevelop property in south Fort Smith into a Fort Smith Police Department (FSPD) training center and new precinct. Part of board member concerns were in…
Fort Smith police training center and precinct financing plan gets a cool reception · Talk Business & Politics · 2026-07-29develop a former auto dealership into a Fort Smith Police Department (FSPD) training facility and precinct space will be reviewed Tuesday (July 28) by the Fort Smith Board of Directors. Questions about how to use the property, or possibly even list it
Fort Smith board to review plans for police training facility, new precinct · Talk Business & Politics · 2026-07-26ation created operating support for the McMillon Innovation Studio and a construction fund for its new home. The new studio is planned for the first floor of the approximately 100,000-square-foot Mandy and Bill Dillard II Hall, which will include new classrooms and study space. T…
University of Arkansas fundraising exceeds $169 million in fiscal 2026 · Talk Business & Politics · 2026-07-31ation created operating support for the McMillon Innovation Studio and a construction fund for its new home. The new studio is planned for the first floor of the approximately 100,000-square-foot Mandy and Bill Dillard II Hall, which will include new classrooms and study space. T…
University of Arkansas fundraising exceeds $169 million in fiscal 2026 · Talk Business & Politics · 2026-07-31ill Dillard II Hall. The grant from the Walton Family Foundation will advance the new academic building designed to expand classroom capacity, strengthen student collaboration and support the college’s continued growth. Planned for the corner of North Harmon Avenue and West Fairv…
$10 Million Grant Supports New Academic Building at Walton College · University of Arkansas Business and Technology News · 2026-07-28Showing 8 of 31 pairs in this window.
See whether any of the pairings on this map made it into our latest brief, with the evidence and blind spots attached.
Read the latest briefSee which pairings keep showing up week after week and which were one-day bursts.
See what changedWhen a pattern here starts to look like it is going somewhere, check whether we have made a call on it — and how our past calls have held up.
See our track recordFirst seen Jul 28; 4 documents; full details below.
First seen Jul 28; 2 documents; full details below.
First seen Jul 28; 3 documents; full details below.
First seen Jul 28; 2 documents; full details below.
First seen Jul 26; 3 documents; full details below.
First seen Jul 28; 3 documents; full details below.
First seen Jul 28; 3 documents; full details below.
First seen Aug 1; 2 documents; full details below.
First seen Jul 28; 2 documents; full details below.
21 more new pairs counted — we cap what renders to keep the page fast.
Last seen Jul 25; 1 document; no longer listed below.
Last seen Jul 25; 1 document; no longer listed below.
Last seen Jul 25; 1 document; no longer listed below.
Last seen Jul 25; 1 document; no longer listed below.
Last seen Jul 25; 1 document; no longer listed below.
Last seen Jul 25; 1 document; no longer listed below.
Last seen Jul 25; 2 documents; no longer listed below.
Last seen Jul 25; 2 documents; no longer listed below.
Last seen Jul 25; 2 documents; no longer listed below.
Last seen Jul 25; 2 documents; no longer listed below.
775 more quiet pairs counted — we cap what renders to keep the page fast.
4 documents; 3 sources; first seen Jul 28; signal score 4.
2 documents; 2 sources; first seen Jul 28; signal score 3.
3 documents; 3 sources; first seen Jul 28; signal score 2.
2 documents; 2 sources; first seen Jul 28; signal score 2.
3 documents; 1 source; first seen Jul 26; signal score 2.
3 documents; 2 sources; first seen Jul 28; signal score 2.
3 documents; 2 sources; first seen Jul 28; signal score 2.
McMillon Innovation Studio and University of Arkansas are connected through a funding (keyword: "grant"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
udy areas, collaboration spaces and the McMillon Innovation Studio. “This grant will help ensure that generations of University of Arkansas business students learn, collaborate and prepare for meaningful…
$10 Million Grant Supports New Academic Building at Walton College · University of Arkansas Business and Technology News · 2026-07-28Sam M. Walton College of Business and Mandy and Bill Dillard II Hall are connected through a funding (keyword: "grant"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
The Sam M. Walton College of Business at the University of Arkansas said Tuesday (July 28) that it has received a $10 million grant from the Walton Family Foundation to support the construction of the approximately 100,000-square-foot Mandy and Bill Dillard II Hall. “This grant w…
$10 million from Walton Family Foundation to help build Dillard Hall · Talk Business & Politics · 2026-07-28University of Arkansas and Fay Jones School of Architecture and Design are connected through a infrastructure (keyword: "Design in 2024 as creative services manager, bringing with her a background in graphic design shaped by work in tourism, advertising and commercial printing. A graduate of the University"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Land of Opportunity Scholarship and Donald W. Reynolds Center for Enterprise Development are connected through a funding (keyword: "Fundraising"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
… West Fairview Street, adjacent to the Donald W. Reynolds Center for Enterprise Development and across from Harmon Avenue Parking Garage. A groundbreaking is expected in late April 2027. Fundraising for the Land of Opportunity Scholarship is also included in the total. The UA ra…
University of Arkansas fundraising exceeds $169 million in fiscal 2026 · Talk Business & Politics · 2026-07-31Arkansas Public Service Commission links government records and news coverage in the Observer evidence set.
Arkansas Electric Cooperative Corporation links government records and news coverage in the Observer evidence set.
Walmart links government records and news coverage in the Observer evidence set.
Walton Family Foundation links government records and news coverage in the Observer evidence set.
Rogers Planning Commission links multiple government record sources in the Observer evidence set.