Sarah Gilman

Sarah Gilman

@sarahbgilman

(she/her) funnier in person. usually posting about #mentalhealth, acting, and random things I'm reading/thinking. IG: @sarahgilman18 / @goodreads_and_chill

a bookstore https://www.imdb.com/name/nm4485886/ Joined 2012-08-18 Date of Analysis: Dec 16, 2025

78,341

Followers

406

Following

6,878

Tweets

2,673.5

Avg Engagement

102

Listed

No

Verified

Account Overview

What This Report Covers

This comprehensive analysis examines @sarahbgilman's Twitter/X presence across multiple dimensions. We analyze tweet content, engagement patterns, audience demographics, posting habits, and network connections to provide actionable insights about this account's social media strategy and influence.

Account Classification

  • Account Size: Mid-Tier (10K+)
  • Account Age:2012-08-18
  • Verification:No
  • Location:a bookstore

Data Summary

  • Tweets Analyzed:3,183
  • Avg Likes per Tweet:64.8
  • Avg Retweets per Tweet:2,608.7
  • Followers Analyzed:10,000

Engagement Analysis

Based on 3,183 tweets

Her tweets typically receive around 1,300 likes and 210 retweets on average, showing a strong and active community. She often shares personal anecdotes and career milestones that resonate with her followers.

64.8

Avg Likes/Tweet

2,608.7

Avg Retweets/Tweet

206,258

Total Likes

8,303,529

Total Retweets

Engagement Quality Analysis

Median-based metrics that resist fake virality and outliers.

46

Median Likes

8

Median Retweets

132

75th Percentile

531,952

Top Tweet

34.13

Engagement per 1K Followers

Normalized influence metric

Viral Spikes

Engagement Pattern

Few posts get most engagement

Posting Behavior

Content style and format preferences

Mixed

Balanced content approach

57.7%

Original

23.2%

Replies

14.3%

Retweets

4.8%

Quotes

0.0%

Threads

1.1%

With Media

38.6%

With Links

10.2%

With #Tags

42.6%

With @Mentions

13.2%

With Emojis

103

Avg Length

Audience Reaction Profile

Interactive

Balances broadcasting with conversation

0.4

Reply/Original Ratio

0.33

Quote/RT Ratio

Posting Rhythm

Highly Bursty

Posts in concentrated bursts

73.0%

Weekday Posts

27.0%

Weekend Posts

Top Hashtags

#csivegas (45) #daphnevelma (16) #daphneandvelma (15) #csi (9) #newprofilepic (8) #lastmanstanding (8) #foursomeshow (8) #alexanderirl (8) #alivetogether (7) #c2e2 (7)

Most Mentioned

@sarahbgilman (92) @pipercurda (55) @csicbs (49) @peytonpclark (38) @austinnorth55 (35) @thekaranbrar (30) @sarahmjeffery3 (27) @thetedallen (26) @olivia_holt (25) @bradley_s_perry (24)

Want This Report as PDF?

We're building PDF export for these analytics reports. Register your interest to get early access.

Register Interest

Content Strategy Analysis

Based on 3,183 tweets

Content Type Distribution

Content Breakdown

Original Tweets 1,836 (58%)
Replies 739 (23%)
Retweets 456 (14%)
Quote Tweets 152 (5%)

What This Reveals About Their Strategy

This is a content-creator focused account that primarily shares original thoughts, ideas, and media. With original content dominating their feed, they position themselves as a source of new information rather than a curator. This strategy works well for establishing thought leadership.

The 456 retweets (14% of activity) show they also amplify content from others, which helps build relationships with other accounts and provides value to followers by surfacing relevant content.

Posting Patterns & Optimal Timing

Based on 3,183 tweets

Engagement by Hour (UTC)

Posting Frequency Over Time

Timing Insights

Understanding when an account posts and when their audience is most responsive provides valuable competitive intelligence. The charts above show when this account's content receives the most engagement, which often correlates with when their specific audience is most active on the platform.

Peak posting times vary significantly based on an account's audience demographics, timezone distribution, and content type. Accounts with global audiences often see engagement spread across multiple time windows, while those with regional focus may have more concentrated peaks.

Audience Demographics

Based on 10,000 followers

Her audience is primarily interested in mental health advocacy, entertainment news, and personal storytelling. They appreciate her authenticity and relatable humor.

Average

Audience Quality

29.0%

Suspicion Index

24.7%

Low-Quality %

31

Median Reach

Audience Quality Signals

Lower percentages indicate healthier, more authentic followers.

32.4%

Empty Bio

28.6%

<10 Tweets

20.3%

Mass Following (>2K)

0.0%

New (<90 days)

67.9%

Low Ratio (<0.1)

0.0%

New (<180 days)

86.6%

No URL

16.9%

<3 Tweets

Free Mode Analysis: These quality metrics use heuristic signals (empty bios, low tweets, suspicious ratios). For ML-powered bot detection with 95%+ accuracy, use our dedicated tool.

Try Bot Detector

Follower Reach & Influence

This account's followers have their own audiences, creating potential for secondary amplification.

26,410,962

Total Potential Reach

31

Median Follower Reach

143

75th Percentile Reach

5.2%

>1K followers

1.2%

>10K followers

0.5%

>50K followers

0.4%

>100K followers

Creator vs Consumer Split

Classification based on tweet activity: Creators (>100 tweets), Consumers (10-100 tweets), Dormant (<10 tweets).

47.1%

Creators

4,706 accounts

24.3%

Consumers

2,433 accounts

28.6%

Dormant

2,861 accounts

51

Verified Followers

0.51% of total

5.1%

Professional Bios

founder, dev, analyst, etc.

0.05

Median Follow Ratio

follower/following

Follower Influence Distribution

How many followers do their followers have?

Follower Account Age

How long have followers been on Twitter?

Geographic Distribution

Top locations where followers are based (from those who share location data):

United States (145) Los Angeles, CA (126) New York, USA (44) South Africa (35) Florida, USA (30) Chicago, IL (25) California, USA (25) Texas, USA (24) Dhaka, Bangladesh (24) she/her (23)

51

Verified Followers

0.51% of total

1,246

Protected Accounts

12.46% of total

6 years

Avg Account Age

of their followers

Notable Followers (By Influence)

Top accounts following this user, sorted by their follower count:

Username Followers Profession Interests
@RickyPDillon 3,327,432 Influencer business, email, GFuelEnergy
@KameronBennett 1,814,557 DJ Music, DJing, Booking
@jennmcallister 1,685,071 YouTuber comedy, lifestyle, beauty
@tedlieu 1,657,880 Politician Family, USAF, Congress
@RepSwalwell 1,511,719 Politician Politics, Family, California
@WBHomeEnt 1,381,543 Entertainment Movies, TV shows, Entertainment
@GratitudeSoup 1,148,980 Comedian comedy, humor, wit
@rickeythompson 957,811 Comedian Comedy, Fashion, Business
@MilesSTEREOS 856,760 Musician Guitarist, Writer, Producer
@JackBaran 806,731 Influencer Fashion, Travel, Food

Top Keywords in Follower Bios

love (727) music (327) life (283) follow (160) sheher (144) instagram (126) live (122) lover (117) account (116) friends (109)

Top Hashtags in Follower Bios

#blacklivesmatter (26) #1 (11) #blm (9) #csivegas (6) #bts (6) #actuallyautistic (5) #csi (4) #resist (4) #wwe (4) #amwriting (3)

6,759

Followers With Bio

3,241

Followers Without Bio

67.59%

% With Bio

32.41%

% Without Bio

Why Audience Demographics Matter

Understanding who follows an account reveals the type of influence they hold. Accounts followed primarily by users with few followers indicate broad, mainstream appeal. Those with many high-follower followers have greater potential for content amplification through secondary sharing.

Account age distribution also tells a story: a follower base with many new accounts might indicate recent viral growth, while established followers suggest long-term, stable influence. Geographic data helps understand the cultural context and timezone spread of the audience.

Buy Follower Data

Export full follower list with profile details, bios, locations, and follower counts as CSV.

Buy Followers - from $15

Buy Tweet Data

Export tweets with engagement metrics, timestamps, media, and reply/retweet details as CSV.

Buy Tweets - from $15

Viral Tweets

Top 5 by likes+RTs from 3,183 analyzed

1,923,437

Combined Engagement

0

Total Likes

1,923,437

Total Retweets

384,687

Avg per Tweet

Key Metrics for Viral Tweets

0%

With Media

0%

With Hashtags

100%

With @Mentions

60%

With Links

Topical Analysis:

Mental Health Acting Humor Personal Storytelling Career Updates Authenticity

Key Insights & Takeaways

She leverages personal stories to connect with her audience and build authenticity. Her career updates and collaborations generate significant engagement. She uses humor and vulnerability to maintain a relatable and engaging online presence.

Strengths

  • + Strong engagement rates above platform average
  • + Established follower base of 78,341
  • + Strong original content creation
  • + Active presence with consistent posting

Opportunities

  • ~ Optimize posting times for peak engagement windows
  • ~ Analyze top-performing content for replicable patterns
  • ~ Leverage geographic concentration for targeted content
  • ~ Explore collaboration potential with followed accounts

Summary

This analysis of @sarahbgilman reveals an exceptionally influential Twitter presence with 78,341 followers. The account demonstrates a content-creator strategy, averaging 2,673.5 engagements per tweet. Key strengths include consistent posting and an engaged audience, with opportunities to further optimize timing and content strategy based on the patterns identified in this report.

Need Programmatic Access?

We're building an API for developers and researchers. Get access to Twitter data programmatically for your applications and analysis.

Register Interest for API Access

About This Analysis: This analysis is based on a snapshot of followers, following, and recent tweets. It evaluates structure, quality, and behavior, not historical growth. Metrics like growth rate, momentum, churn, or spike analysis require time-series data which is not available from a single snapshot.

Data collected and analyzed by twtData | Analysis date: Dec 16, 2025