Factor Dictionary

Whether the title contains a percentage (e.g. '40%', '80 percent'). A data point rendered as a number carries more autho...

Whether the title contains an ellipsis (...) — three dots suggesting more to come, unfinished thoughts, or dramatic paus...

How the video title structures its hook to draw viewers in. This is classified by an LLM from the title text alone and c...

The primary emotion the title is designed to trigger in the viewer. Classified by an LLM analyzing the title's word choi...

Whether the title begins with a digit — almost always signaling a listicle or countable claim (e.g. '5 Reasons...', '10 ...

Whether the title creates an information gap — a feeling that the viewer is missing something they need to know. Measure...

Whether the title uses a hyphen or en dash (' - ' or ' – ') as a structural separator. Distinct from em dash usage — thi...

Whether the title mentions Trump by name. Trump is the highest-search-volume political figure in the United States, and ...

Whether the title includes square brackets — usually wrapping a label like [BREAKING], [WATCH], [LIVE], or [UPDATE].

What the title implicitly promises the viewer will get from watching. Every click is an exchange — the viewer gives thei...

Whether the title frames the video as a clip from a media appearance — mentioning CNN, MSNBC, Fox News, or other outlets...

Whether the title frames the video as a response to something — using phrases like 'responds to,' 'reacts to,' 'fires ba...

Whether the title uses a colon, usually in a 'Topic: Hook' structure. This format establishes context before delivering ...

Whether the title feels like it was written for YouTube viewers or for a press release. Native titles sound like a creat...

Whether the title contains words that create time pressure — 'breaking,' 'just,' 'now,' 'urgent,' 'emergency,' 'just in,...

Whether the title uses superlative language — 'best,' 'worst,' 'most,' 'biggest,' 'first,' 'largest.' Superlatives frame...

Whether the title uses second-person pronouns — 'you,' 'your,' 'you're.' Second-person language directly addresses the v...

Whether the title contains a direct quote attributed to a specific person. Different from simply having quotation marks ...

Whether the title contains a U.S. flag emoji (🇺🇸). This is a specific patriotic visual signal distinct from other emoji ...

Whether the title contains any number — a dollar amount, a statistic, a list count, or a year. Numbers add specificity a...

Whether the title uses forceful, intense language — words that convey conviction, urgency, or power. Not profanity, but ...

Whether the title begins with the politician's formal title — 'Rep.,' 'Sen.,' 'Congressman,' 'Governor.' This is a hallm...

Whether the title is a grammatically complete sentence with a subject and verb, rather than a phrase or fragment. Comple...

Whether the title contains an exclamation mark. Exclamation marks add emphasis and emotional intensity to a title, signa...

Whether the title uses verbs typical of government communications — 'announces,' 'discusses,' 'delivers,' 'introduces,' ...

Whether the title reads like a press release headline — formal, institutional, written for journalists and political ins...

Whether the title uses verbs that signal conflict and confrontation — words like 'demands,' 'fires back,' 'slams,' 'call...

Whether the title uses 'how,' 'why,' or 'what' question words to frame the content. This positions the video as answerin...

The underlying story structure the title sets up. Every title implicitly casts the politician in a role — hero, watchdog...

Whether the title makes an explicit moral judgment — framing something as right or wrong, just or unjust, using the lang...

Who or what is the main subject of the title. Titles can center the politician themselves, their opponent, a policy issu...

Whether the title uses first-person pronouns like 'I,' 'we,' 'my,' or 'our.' First-person framing makes the title feel p...

How concrete and detailed the title is versus how vague and abstract. A specific title gives the viewer enough detail to...

Whether the title begins with the politician's own name. Similar to starting with a formal title, this centers the polit...

Whether the title is very short — under six words. Short titles create impact through brevity and often work as bold dec...

Whether the title uses a dash character (hyphen, en dash, or em dash) as a separator between parts of the title. (Deprec...

The visual contrast level of the thumbnail — how much the colors, brightness, and elements pop against each other. Measu...

The overall visual composition approach of the thumbnail. Classified by AI analysis of the thumbnail image to identify w...

Whether the thumbnail was deliberately designed rather than being an auto-generated frame grab from the video. Custom th...

How aggressively the thumbnail uses clickbait tactics — exaggerated expressions, dramatic arrows, shocking text overlays...

The dominant emotion displayed in the thumbnail, usually through the facial expression of the person shown. Classified b...

Whether the thumbnail shows a human face. Our AI analysis detects whether a face is present and visible in the thumbnail...

Whether the thumbnail has text overlaid on the image. This could be a few bold words reinforcing the hook, a quote, a la...

The overall emotional tone of the speaker throughout the video, analyzed from the transcript text. Captures how the poli...

Whether the speaker's delivery is tightly scripted — reading from a teleprompter, prepared remarks, or a written script ...

Whether the video has subtitles or captions burned directly into the video image (hardcoded), as opposed to relying on Y...

Whether the video uses on-screen text overlays beyond just captions — lower thirds, pull quotes, labels, or graphics wit...

How polished the video's production looks overall, identified by Gemini's analysis of the actual video frames. Captures ...

Whether the video is a YouTube Short — a vertical video under 60 seconds. Shorts are distributed through a completely se...

How long the video is. We log-transform this because views don't scale linearly with length — a 10-minute video isn't tw...