Analytics Questions Coaches Actually Ask
Short answers to the questions we hear most from coaches, owners and analysts-in-training. Choose a theme.
Is analytics consulting worth it for semi-professional teams?
Often as a one-off audit rather than a retainer. A review of ten to twenty recent matches usually shows whether a recurring problem can be solved with data, and leaves the team with templates it can keep using.
How is an analytics consultant different from a coach?
The analyst produces evidence: metrics, clips and opponent tendencies. The coach decides what the team does with that evidence and runs practice. Good engagements keep that line visible.
How long before results show?
Targeted metrics usually need two to four weeks of practice and matches before real movement can be separated from noise. Results on the scoreboard take longer and depend on far more than analysis.
Which data sources do analysts use?
Public sources such as HLTV.org, VLR.gg, Oracle's Elixir, Liquipedia, OpenDota and STRATZ, plus the team's own demos, replays, POV recordings and scrim notes. See the scouting lens for detail.
Do we need expensive software?
No. Most teams start with in-game demo or replay tools, OBS Studio and a spreadsheet. Python with pandas or Tableau help once a team tracks a full season or more.
Can analytics work for Valorant and CS2 equally?
The concepts transfer: opening duels, trades, post-plant play. CS2 demo files allow deeper parsed analysis, while Valorant work leans more on match records and recorded footage.
Will the consultant see our scrims?
Usually yes, under a written confidentiality clause that also limits work with direct rivals during the engagement. The hiring lens lists the clauses worth including.
How should players be involved?
Through coach-led review sessions. Players should see evidence and good examples, not individual blame, and be able to rate how relevant each clip felt.
What happens when the engagement ends?
The contract should require a handover of datasets, tags, templates and reports so the team can keep the review loop running without outside help.
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