Nodal Hospitality

Incrementality Dashboard

Causal impact analysis of marketing spend on revenue and occupancy

Incremental Revenue

$-512,149

Incremental ROI

-2052%

Test vs Control Lift

-10.1%

Statistical Confidence

94%

CHANNEL:
OUTCOME:

Test vs Control Analysis

Comparing high-spend months (≥median) vs low-spend months

SPEND COMPARISON

High Spend Months

$30,667

Low Spend Months

$19,250

REVENUE LIFT
-10.1%

$-245,938

Incremental revenue from google ads advertising

OCCUPANCY LIFT
-13.8%

+-11.7 pts

Incremental occupancy percentage points

Spend vs revenue picked_up

Monthly relationship showing causal impact

2025-072025-082025-092025-102025-112025-122026-012026-022026-032026-042026-052026-0609.0K18.0K27.0K36.0K0650.0K1300.0K1950.0K2600.0K
  • Spend
  • revenue picked_up
Slope Coefficient:-20.5202
Correlation (r):-0.969

Incrementality Metrics by Outcome

OutcomeBaselineIncremental Lift% of TotalROIR²Confidence
revenue picked_up$2,830,768$-512,149
-22.1%
-2052%
0.94
94%
occupancy104.6%+-25.4%
-32.1%
-0%
0.96
96%
bookings5.5K+-1368
-32.8%
-5%
0.99
99%
conversions107+-13
-13.4%
-0%
0.07
7%