LinkedIn Timestamp & Cadence Analysis — Anonymized
Analysis by: LinkedIn snowflake ID decoding (data-urn >> 22 + epoch)
Note: All times have been converted to Eastern Time (ET). 'Total loaded' is capped by LinkedIn's feed limit (~185-200 visible posts).
POSTING CADENCE SUMMARY
| Profile |
Max/Day |
Multi-Post Days |
Single-Post Days |
Active Days |
Scheduler Evidence |
Pattern |
| Creator L | 3 | 8 | 189 | 197 | Organic | Single-post majority |
| Creator M | 4 | 51 | 62 | 113 | Organic | Single-post majority |
| Creator O | 3 | 7 | 44 | 51 | Organic | Single-post majority |
| Creator K | 2 | 35 | 119 | 154 | Organic | Single-post majority |
| Creator F | 5 | 40 | 80 | 120 | Strong | Single-post majority |
| Creator G | 4 | 68 | 17 | 85 | Likely | Multi-post majority |
| Creator B | 10 | 32 | 10 | 42 | Organic | Multi-post majority |
| Creator C | 3 | 69 | 42 | 111 | Strong | Multi-post majority |
| Creator I | 2 | 5 | 186 | 191 | Strong | Single-post majority |
| Creator A | 26 | 19 | 0 | 19 | Extreme | Multi-post majority |
| Creator H | 3 | 6 | 173 | 179 | Strong | Single-post majority |
| Creator E | 13 | 34 | 96 | 130 | Mixed | Single-post majority |
| Creator P | 5 | 39 | 96 | 135 | Organic | Single-post majority |
| Creator D | 7 | 49 | 34 | 83 | Likely | Multi-post majority |
| Creator J | 5 | 55 | 50 | 105 | Organic | Multi-post majority |
| Creator N | 4 | 57 | 56 | 113 | Strong | Multi-post majority |
SCHEDULER DETECTION ANALYSIS (Converted to ET)
Strong/Extreme Automation Signals:
- Creator A: 9–26 posts/day, EVERY day, machine-speed bursts.
- Creator H: Posts at exactly 08:24–08:25 AM ET daily for months.
- Creator I: Posts strictly between 1:00 PM–5:00 PM ET almost every single day.
- Creator C: Regimen of 7:00 AM–8:00 AM ET and 2:00 PM–4:00 PM ET slots like clockwork.
- Creator F: Exact 3:00 AM and 7:00 AM ET slots; clearly scheduled.
- Creator N: 8:23 AM ET + 4:00 PM–5:00 PM ET two-slot schedule, very consistent.
Likely Scheduler:
- Creator G: 3:00 AM, 7:00 AM, and 11:00 AM ET slots; 68 of 85 active days involve 2+ posts.
- Creator D: 7:00 PM (night prior), 9:00 AM, and 2:00 PM ET pattern; 49 of 83 active days involve 2+ posts.
- Creator B: Late evening (10:00 PM ET) and late morning (11:00 AM ET) two-cluster pattern daily.
- Creator E: Mostly organic but uses automated burst drops for newsletters.
- Creator K: Light scheduler probable; 8:00 AM–11:00 AM ET on weekdays.
Organic / No Clear Scheduler:
- Creator J: Erratic hours including 8:00 PM–2:00 AM ET (Night owl US ET) spread.
- Creator P: Varied times across history; organic but sporadic multi-posts.
- Creator L: Mostly 9:00 AM–1:00 PM ET, organic, rarely doubles up.
- Creator O: Low volume, fully organic, gaps of weeks between posts.
- Creator M: Varied times, no fixed slots, but 45% of active days have 2+ posts.