Initial Data Review - Is Your Data On Track?
A Field Health Check for Experiential Campaigns
This resource helps experiential professionals conduct a smart, early-stage review of data collection performance. Ensuring clean, complete, and analyzable data is being gathered while there’s still time to intervene.
When to Review
The Four-Point Readiness Check
1. Data Access & Systems Alignment
Can you download the raw data (e.g., Excel, CSV)? Is it usable?
Do market names in both data sets align with the known routing and activation schedule?
2. Collection Rates
Are Field Staff Recap Reports being submitted at the expected cadence?
Are consumer survey counts per event day aligned with your sampling goals?
For recap reporting, target 400 total survey responses. Divide by the number of planned event days to establish your per-day minimum.
Monitor current average collection rates—are you on pace?
Are you getting enough data to support analysis by key independent variables?
Aim for 30+ responses per major segment (e.g., market, venue type, consumer profile) to enable viable analysis later.
3. Data Completeness & Analytical Viability
Are all required fields populated? (e.g., date, market, venue type)
Are you collecting enough data in the critical variables (gender, age, awareness, purchase intent)?
If not, identify what’s preventing strong data collection and course correct. This could involve retraining, coaching, or improved field guidance.
Do you need to collapse variables? For instance, combining markets or simplifying venue types may be necessary if response counts are too low for analysis.
4. Sample Size Planning
- Goal = 400 completes by end-of-campaign
- Per-day minimum = 400 ÷ total event days
- Ensure >30 responses per key segmentation variable to support your analysis framework
5. Operational Decision Point
Based on what you’ve seen: Can you continue as-is—or is a course correction needed?
Continue if: Data access is solid, collection rates are on pace, and segmentation is viable.
Course correct if: You’re seeing incomplete data, weak response volume, or risks to segment-level analysis.
Helpful Cross-Referenced Resources
Next Steps
If issues exist, train field staff on how to deliver surveys conversationally while adhering to the core question structure. Emphasize the value of data integrity to campaign success.
If needed, adjust dropdowns for venue type or market to better reflect what’s being collected in the field.
Schedule a second review mid-campaign to validate progress and finalize your analysis plan.
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