B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

4.5%

4.5% -- sales change rate for Twin Cities frozen food sales force (2026)

2026  · University of Minnesota Carlson School of Management (Prof. George John)

Overall sales figures dropped by 4.5% after converting a cash plus points incentive structure to a cash-only incentive model for a Twin Cities-based sales force.

  • Reduction in sales was largely attributed to a reduction in selling effort following the transition to a cash-only incentive construct
Cite this stat Share How we verify
Attribution: University of Minnesota Carlson School of Management (Prof. George John) View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
4.5%
Unit
Percentage
Data Vintage
2026
Entity
Twin Cities frozen food sales force
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

64/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
University of Minnesota Carlson School of Management (Prof. George John) Primary Tier B
https://www.biworldwide.com/en-latam/our-work/blog/is-cash-king/ ↗
Confidence: 53/100 Vintage: 2026 Channel: Common Crawl
Source Article
Is cash king?
Original Research
University of Minnesota Carlson School of Management (Prof. George John) · Original study ↗

Observed after converting cash + Ovation Points reward structure to cash-only construct

Methodology documented
Industrymarketing
Plain Text
Twin Cities frozen food sales force: 4.5% sales change rate. Source: University of Minnesota Carlson School of Management (Prof. George John) (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/sales-drop-cash-only-4-5-pct
HTML Embed
<blockquote cite="https://lighthousedata.io/data/sales-drop-cash-only-4-5-pct" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>4.5%</strong> -- sales change rate for Twin Cities frozen food sales force<br><small>Source: University of Minnesota Carlson School of Management (Prof. George John) (2026) · <a href="https://lighthousedata.io/data/sales-drop-cash-only-4-5-pct" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
Share
Share on X Share on LinkedIn

Use this data in your work

Copy the citation, embed the widget, or explore thousands more verified marketing statistics -- all free.

Copy citation Explore similar stats →