When to Use
You’ve been posting content but don’t know how to evaluate it. You’re looking at absolute numbers (10,000 views!) without knowing if that’s good or bad for YOUR account. You want the specific measurement framework that underpins Gary’s Day Trading Attention system. You need to set up a scoring system to identify winners and losers.
The Framework
The Core Metric: Overindex Ratio
The overindex ratio compares a single post’s performance to your account’s average (your “norm”). It is the only metric that matters in Day Trading Attention.
Overindex Ratio = Post Performance / Your Norm
“If you and I started a tea brand and our first 50 posts got 80 views because we’re new and our 81st post got 8,000 views, we need to take note of that one. For a brand that’s just starting with 50 views, 8,000 is a great win. I was there too. We’re all starting at zero. So, overindexing.” — Gary Vaynerchuk (
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Why relative, not absolute? Because:
- A 15M-follower account getting 300K views is underperforming
- A zero-follower account getting 8.2M views is a breakout
- A new brand getting 8,000 views vs. a norm of 80 is a 100x overindex
- Context is everything
Step 1: Establish Your Norm
Time Period: Use the last 30 days of posts. This gives enough data for a stable average while being recent enough to reflect your current audience behavior.
Minimum Posts: You need at least 15-20 posts in the evaluation period to establish a meaningful norm. Fewer than that and your “average” is too noisy to be useful.
“He’s only done 12. So he needs to do another 200.” — Gary Vaynerchuk, on a creator asking why his content isn’t working (
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Which Metric to Use as the Norm:
| Metric | Best For | Why |
|---|---|---|
| Views | Primary metric. All platforms report this. | Views = reach. The algorithm gave you distribution. |
| Engagement Rate (likes + comments + saves + shares / views) | Secondary metric. Measures quality of attention. | High views with low engagement = content that hooked but didn’t deliver. |
| Saves | Underrated signal. Reference value. | People save content they want to come back to. High saves = high value perception. |
| Shares | Strongest signal. Social proof. | Someone putting your content on their profile is the highest endorsement. |
| Completion Rate (video) | Video-specific. Shows content quality. | If people watch to the end, the content delivered on its hook’s promise. |
How to Calculate:
Use MEDIAN, not MEAN, if you have any viral outliers. One post getting 500K views when your typical range is 200-800 will skew a mean dramatically. The median gives you the true “normal.”
Norm (views) = Median views across last 30 days of posts
Calculate separately per platform. Your TikTok norm will differ from your LinkedIn norm.
Step 2: Score Every Post
For each post, calculate:
Overindex Ratio = Post Views / Norm Views
Classification tiers:
| Overindex Ratio | Classification | What It Means | Action |
|---|---|---|---|
| 10x+ | Breakout | Extremely rare. Something about this creative struck a nerve. | Amplify with paid immediately. Analyze every element of why it worked. |
| 5-10x | Strong winner | The audience clearly responded. This is validated creative. | Amplify with paid. Iterate on this format/topic. |
| 3-5x | Winner | Above average by a meaningful margin. | Consider amplification. Definitely iterate. |
| 1.5-3x | Mild overindex | Better than usual but not by much. | Note it. Iterate if the topic is strategic. |
| 0.7-1.5x | Average | Expected performance. Nothing special. | Continue posting. No special action. |
| 0.3-0.7x | Underperform | Below your standard. Something didn’t work. | Analyze: was it the hook, format, timing, or topic? |
| Below 0.3x | Dead | The content failed to capture any attention. | Kill. Do not iterate. Move on. |
Step 3: Track Patterns Over Time
One post’s overindex ratio tells you about that post. Patterns across many posts tell you about your strategy.
Track these patterns weekly:
By Content Type: Calculate the average overindex ratio for each format (video, carousel, text, image). The format with the highest average is your strongest content type. Lean into it.
By Topic: Group posts by topic/theme. Which topics consistently overindex? Those are your audience’s interests. Which topics consistently underperform? Those are your interests that your audience doesn’t share.
By Hook Type: Categorize your hooks: question, controversial claim, story opening, statistic, personal confession, how-to promise. Which hook type drives the highest average overindex?
By Timing: Do posts at certain times consistently perform better? Check by day of week and time of day.
By Platform: If you’re posting the same content across multiple platforms, which platform gives you the best overindex ratios? That’s where your content resonates most.
Step 4: Set Action Triggers
Build automatic rules so you don’t have to analyze manually every time:
Amplification Trigger:
- If a post hits 3x overindex within 24 hours → flag for paid amplification
- If a post hits 5x overindex within 24 hours → amplify immediately, don’t wait
Iteration Trigger:
- If a topic overindexes 3x+ on two separate posts → make more content on this topic
- If a format overindexes 3x+ on three separate posts → make this your primary format
Kill Trigger:
- If a topic underperforms (below 0.7x) on three separate posts with different hooks → kill the topic
- If a format consistently underperforms → stop using it
Calendar Update Trigger:
- Monthly: review all patterns and adjust content calendar
- Topics with highest average overindex get more slots
- Topics with lowest average overindex get removed
Step 5: The Volume Requirement
Overindex measurement only works with volume. Gary’s rule of thumb:
| Posts per Month | Can You Reliably Identify Overindexers? |
|---|---|
| Below 15 | No. Not enough data. Keep posting. |
| 15-30 | Barely. You can spot extreme outliers (10x+). |
| 30-60 | Yes. Patterns start emerging. |
| 60-120 | Strong. You can make confident format and topic decisions. |
| 120+ | Optimal. Day trading attention works at full capacity. |
“Post every piece of content organically first. If it does well in views compared to your norm, that’s what you start running media on.” — Gary Vaynerchuk (
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The word “norm” requires enough posts to establish one. If you’re posting 3 times a week, you need 2-3 months before the system provides reliable signals. If you’re posting 3 times a day, you have actionable data in 2 weeks.
Common Measurement Mistakes
1. Using absolute numbers instead of relative. “I got 10,000 views!” Meaningless without context. 10,000 views when your norm is 2,000 = 5x overindex (winner). 10,000 views when your norm is 50,000 = 0.2x (dead).
2. Comparing across platforms. Your TikTok norm and your LinkedIn norm are different planets. Always compare within the same platform.
3. Including paid reach in organic calculations. If you boosted a post, its views include paid reach. This inflates the apparent performance and corrupts your organic norm. Track organic and paid separately.
4. Judging too early. A post can take 24-72 hours to get its full organic distribution. Don’t score a post 2 hours after posting. Check at 48 hours for final scoring.
5. Ignoring engagement quality. A post with 50,000 views and 10 comments is different from a post with 20,000 views and 500 comments. Views show reach. Comments show resonance. Saves show value. Shares show advocacy. Track all four.
Example
A fitness coach’s last 30 posts on Instagram Reels:
| Metric | Median (Norm) |
|---|---|
| Views | 1,200 |
| Likes | 45 |
| Comments | 3 |
| Saves | 12 |
| Shares | 2 |
This week’s posts:
| Post | Views | Overindex | Comments | Saves | Action |
|---|---|---|---|---|---|
| Desk stretch tutorial | 4,800 | 4.0x | 28 | 67 | Winner. Amplify. High saves = reference value. |
| Morning routine Reel | 1,100 | 0.9x | 4 | 10 | Average. Continue. |
| ”Stop doing sit-ups” rant | 18,400 | 15.3x | 212 | 89 | Breakout. Amplify NOW. Counterintuitive claim hit. |
| Client transformation | 2,300 | 1.9x | 15 | 22 | Mild overindex. Iterate (try different before/after format). |
| Meal prep tips | 600 | 0.5x | 1 | 3 | Underperform. This is the 3rd meal prep post below norm. Kill topic. |
Pattern insights:
- Counterintuitive claims (3 posts, avg 8.2x overindex) crush everything else
- Tutorials with high utility (saves-to-views ratio) consistently overindex
- Meal prep content (3 posts, avg 0.6x) consistently underperforms — audience doesn’t want this from this creator
- Friday posts outperform Monday posts by 2.1x on average
Output
After implementing this measurement framework, you should be able to:
- Calculate your norm for any platform in 5 minutes
- Score every post with an overindex ratio
- Identify winners (for amplification) and losers (for killing) objectively
- Spot patterns in format, topic, hook, and timing
- Update your content calendar based on data, not intuition
- Know exactly when you have enough data to make confident decisions
Source: Gary Vaynerchuk’s overindex framework from
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