production Factor

Production Tier

How polished the video's production looks overall, identified by Gemini's analysis of the actual video frames. Captures the combined effect of camera quality, lighting, editing, graphics, and audio.

Political YouTube rewards production values — but not uniformly. A 'professional' look signals trustworthiness and seriousness, but it can also read as corporate or campaign-like (i.e. paid, not authentic). A raw/candid look signals authenticity but can lose viewers expecting polish. The sweet spot depends on the politician's brand and the specific video's purpose.

Professional

+0% views trend only · vs. average

Deliberately produced with broadcast-quality camera work, editing, and graphics. Reads as high-effort and corporate.

Real examples from the dataset

High

+0% views trend only · vs. average

Polished but not fully broadcast-grade. Good lighting, intentional framing, some editing.

Example title

A well-shot office speech with one cut and no b-roll

Basic

+0% views trend only · vs. average

Standard camera and editing without visible effort in production design.

Example title

A straightforward committee-room clip with default YouTube thumbnails

Raw

+0% views trend only · vs. average

Unedited or minimally edited footage. Can feel authentic or unpolished depending on context.

Example title

A single-take direct-to-camera response with no graphics

Amateur

+0% views trend only · vs. average

Below-average production quality — shaky camera, poor audio, or minimal framing.

Real examples from the dataset