Employee Review Themes: Blockers vs Noise

Interactive view of complaint frequency, rating drag, and role-by-tenure satisfaction patterns to separate the issues that are simply common from the ones actually associated with lower employee sentiment.

Reviews analyzed
Weighted across all available role and tenure segments.
Overall satisfaction
Weighted average rating
Use this as the baseline before looking at theme-specific drag.
Largest overall blocker
Highest combined frequency and severity burden in the dataset.
Loudest noise candidate
Frequently mentioned, but with limited rating damage.
What the numbers say is really driving dissatisfaction
High-burden blocker Severe but narrower issue Frequent, lower-impact noise
    How the segment view changes the story
      Theme map: complaint frequency vs rating drag
      Bubbles farther right are mentioned more often; bubbles higher up coincide with lower satisfaction when the theme appears.
      Estimated population burden by theme
      Weighted drag contribution approximates how much each theme can pull down the average score once both frequency and severity are considered together.
      Average satisfaction by role and tenure segment
      Hover each cell for review count and the most common complaint theme in that segment.
      Cells marked with * have fewer than 20 reviews and should be treated as directional only.
      Which complaints are concentrated in lower-satisfaction segments?
      Comparison of theme mention rates in the lowest- and highest-satisfaction large segments, weighted by review count and restricted to segments with at least 20 reviews.
      Lowest-satisfaction larger segments
      Role Tenure Reviews Avg satisfaction Dominant complaint Mention rate
      Sorted by lowest average satisfaction among segments with at least 20 reviews to reduce small-sample distortion.