How to Build a Creator Media Kit From Public Facebook Data

Selecting Comparable Posts and Measuring Sample Coverage

To present accurate numbers to a brand, pick a fixed publication window and evaluate every public video published in that window. All compared posts must be of comparable format and measured at a consistent age, such as recording each video through repeated collection exactly seven days after publication rather than attempting to retroactively recover historical daily metrics. Publication dates and posting schedules are owner-verified inputs, not guaranteed output from scraper tools. If posts are measured at different ages, you must disclose those differing ages in your table.

Suppose you select a six-post publication window between September 1 and September 30, 2026. You gather public metrics for each post exactly seven days after its release date, but one post measurement is unmeasured for an unknown cause.

• Selected posts in sample: 6 posts
• Measurable posts: 5 posts
• Unmeasured posts: 1 post (cause unknown)
• Sample coverage: 5/6 (approximately 83 percent)

You must explicitly state that your coverage is five out of six posts rather than quietly removing the unmeasured post to make your sample look complete. This selection process represents a controlled sample window, not an exhaustive audit of your entire page history. Public counts show observed past performance and do not guarantee future audience outcomes or ongoing creator consistency.

Calculating Median Views, Means, and Boosted Outliers

When summarizing performance, report the median observed public views to show typical observed view counts, and optionally state the mean (average) alongside it, labeling both clearly. A single viral video inflates the calculated mean, giving brands an accurate picture of a peak result but a misleading expectation for a typical post.

Consider a fictional sample of five measured videos recorded seven days after publication. Four posts were organic, and one post received paid boosting:

• Video 1 (Organic): 4,000 views (compact_rounded)
• Video 2 (Organic): 5,000 views (compact_rounded)
• Video 3 (Organic): 6,000 views (compact_rounded)
• Video 4 (Organic): 7,000 views (compact_rounded)
• Video 5 (Boosted with $50 ad spend): 50,000 views (compact_rounded)

For all five measured videos combined, the values ordered from lowest to highest are 4,000; 5,000; 6,000; 7,000; and 50,000.

• Five-video sample median: 6,000 approximate observed public views
• Five-video sample mean: 14,400 approximate observed public views ((4,000 + 5,000 + 6,000 + 7,000 + 50,000) ÷ 5)

Do not mix a boosted outlier into a claimed organic-only figure. If you present an organic-only subset, evaluate the four organic posts separately (4,000; 5,000; 6,000; 7,000). The organic-only median is 5,500 approximate observed public views, while the organic-only mean is 5,500 approximate observed public views.

For details on how engagement counters behave, see Facebook Post Performance Public Data. To track metric changes over long periods, read Facebook Post Metrics History. If you also need qualitative feedback or comment text analysis to complement your metrics, review Facebook Comments Customer Feedback.

Formatting Your Public Evidence Panel

Sponsors expect organized tables with explicit metric names, capture dates, and precision levels per metric using standard contract precision tags (`exact`, `exact_or_displayed`, `compact_rounded`). Scrapers pull public page counts, not internal Meta API data. On public Facebook pages, view counts are often displayed as rounded figures (like 4K or 50K). Complete displayed counts can have `exact_or_displayed` precision, while `exact` applies where exactness is established.

Promotion status (whether a post was organic or paid) is owner-supplied information. Public scraper tools collect public figures; they do not reveal ad spend or boosting history.

This panel clearly separates typical organic output from the single boosted outlier while documenting missing data points.

Combining Public Data With Private First-Party Insights

Public data cannot reveal audience demographics, age distributions, viewer locations, account reach, or sales conversions. You cannot infer a user's gender, age, or location by reading public comments or counting follower totals.

When a sponsor requests audience demographic details or total account reach, supply private first-party analytics terms directly from authorized owner APIs, report exports, or administrative dashboards. Terms like "reach" or "impressions" are separate private analytics concepts provided only through internal owner access. Provide official report exports or API documentation with clear measurement windows and dates as outlined in the Meta Business Help Center.

In your media kit, present public metrics and private insights in separate sections:

• Public Metric Evidence (Scraped Snapshot Data): Measured public view counts, reaction totals, and comment volumes recorded 7 days after publication across posts published in September 2026.
• Private Audience Evidence (Owner Insights): Verified audience breakdown from authorized owner APIs, report exports, or internal page dashboards (for example, hypothetical figures like 62% aged 25–34 and 45% based in the United States) covering the same 30-day window.

Defining Offerings and Commercial Deliverables

Your media kit should outline concrete deliverables, format requirements, and communication expectations. Never offer guaranteed view counts, promised conversion rates, or sales predictions, as algorithmic shifts and market reactions are outside your control. Any pricing listed in a media kit represents your proposed rates, not financial or legal advice.

Use this structured format to define your commercial offerings:

• In-Video Segment Placement: A 60-second integrated product feature inside a weekly sports review video. Delivered as an MP4 file with one included draft revision.
• Dedicated Page Post: A single photo and caption upload detailing the sponsor's product, pinned to the top of the page feed for 48 hours.
• Community Thread Sponsorship: A sponsored Q&A post in the page feed encouraging fan discussion, with active creator moderation for 24 hours.
• Commercial Terms & Delivery: Draft assets sent 5 business days prior to publication. Final invoice payable within 30 days of campaign launch. Contact via business email with a 24-hour reply window.

Fictional Worked Example: Complete Sports Media Kit

Below is an example of how a sports-media channel presents its media kit to prospective sponsors using clear data separation. All viewer demographics, private reach totals from report exports, and sponsorship rates in this example are entirely hypothetical.

Apex Sports Breakdown — Sponsor Evidence Pack

Overview: Apex Sports Breakdown creates weekly video analysis and tactical commentary on regional collegiate sports.

#### 1. Verified Public Performance (Publication Window: Sept 1 – Sept 30, 2026)

• Selected Posts in Sample: 6 video posts published in September 2026 (dates owner verified)
• Measurable Posts: 5 videos measured exactly 7 days after publication via repeated collection (1 post unmeasured for unknown cause; sample coverage = 83%)
• Data Source & Precision: Cumulative public page counts gathered via automated scraping; view counts recorded with compact_rounded precision, reaction and comment counts recorded with exact_or_displayed precision
• All-Video Sample Median Views: 6,000 approximate observed public views
• All-Video Sample Mean Views: 14,400 approximate observed public views
• Organic-Only Subset Median Views (4 Posts): 5,500 approximate observed public views
• Organic-Only Subset Mean Views (4 Posts): 5,500 approximate observed public views
• Peak Observed Views (Outlier): 50,000 views recorded at day 7 (Boosted post with $50 ad spend, owner stated)
• Typical Public Engagement at Day 7: 250–500 reactions and 45–110 comments per typical post

#### 2. Private Audience Insights (Hypothetical Source: Authorized Owner API Export / Dashboard)

• Report Export Window: Sept 1 – Sept 30, 2026
• Audience Age Distribution (Hypothetical): 71% aged 18–34
• Geographic Distribution (Hypothetical): 84% United States, 9% Canada
• Total Unique Monthly Reach (Hypothetical Authorized API Term): 38,000 unique accounts

#### 3. Standard Commercial Packages (Hypothetical Rates)

• Package A — Integrated Video Segment: $500 proposed rate. Includes one 60-second mid-roll sponsor segment, brand link in caption, and 7-day performance update.
• Package B — Sponsored Discussion Thread: $250 proposed rate. Includes one dedicated text/image post prompting community discussion, pinned for 48 hours.

Guarantees & Disclaimer: We promise timely delivery of agreed video assets and posting schedules. Public historical metrics reflect cumulative past counts and do not guarantee future view totals, click counts, or product sales.