Running an IR office: articles for IR teams
Request intake, clarification cycles, capacity benchmarks, and seasonal load for institutional research teams.
The IR Team's Year: When Each Season Hits and What to Prepare
A when/lifecycle guide for IR teams: which months are peak, moderate, and low for ad-hoc requests, what reports and accreditations hit each season, and what to prepare ahead of time.
Clema Research Team · 6 mins readIR Capacity Benchmarks: The Real Cost of Ad Hoc Data Requests
Quantified IR capacity benchmarks from 50+ interviews: 40 to 60% of team capacity consumed by ad hoc requests, 2 to 5 clarification cycles per request, and 220 to 3,200 hours annually reclaimable. By team size.
Clema Research Team · 7 mins readWhy IR Capacity Has Not Kept Up With Data Demand
The structural mismatch between rising IR data request volume and flat team capacity, and why conversational AI is now the only path that scales without a hiring cycle.
Clema Research Team · 6 mins readIs Your University's Data Request Form Actually Optimized? How Better Design Can Reduce 77% of Clarification Time
35% of universities have no formal intake process, and 77% of IR offices require extensive clarification before analysis begins. Analysis of 18 university data request forms reveals what the best systems do differently.
Clema Research Team · 8 mins readWhat IR Teams Really Benchmark: Evidence from 50 Interviews
Discover what IR teams actually benchmark most often, from student outcomes and faculty metrics to aspirational peer lists, based on evidence from 50 institutional research interviews.
Clema Research Team · 10 mins readWhat Is the Relationship Between Data Request Intake Quality, Request Intelligence, and Workload in Institutional Research Given That 78% of Requests Require 10+ Follow-Up Questions?
Research shows 80% of IR data requests arrive missing critical elements. Learn how Request Intelligence (the quality of requests at intake) determines whether your team spends time analyzing or clarifying.
Clema Research Team · 10 mins readBest Practices for Institutional Researchers to Optimize Data Requests and Reclaim the 60% of Team's Capacity
Discover proven strategies from IR leaders to streamline data requests, implement self-service dashboards effectively, and reclaim up to 60% of your team's capacity for strategic work.
Clema Research Team · 12 mins read