Gayle Forman (she/her)

Gayle Forman (she/her)

@gayleforman

All the feels. All the time. My middle grade debut FRANKIE & BUG is out now!

Brooklyn https://linktr.ee/gayleformanbooks Joined 2009-02-28 Date of Analysis: Dec 16, 2025

73,593

Followers

921

Following

17,917

Tweets

964.4

Avg Engagement

961

Listed

No

Verified

Account Overview

What This Report Covers

This comprehensive analysis examines @gayleforman'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:2009-02-28
  • Verification:No
  • Location:Brooklyn

Data Summary

  • Tweets Analyzed:3,195
  • Avg Likes per Tweet:14.8
  • Avg Retweets per Tweet:949.6
  • Followers Analyzed:10,000

Engagement Analysis

Based on 3,195 tweets

Her tweets typically receive an average of 739 likes and 100 retweets, indicating a highly engaged audience. The high engagement suggests her content is both relatable and thought-provoking.

14.8

Avg Likes/Tweet

949.6

Avg Retweets/Tweet

47,236

Total Likes

3,034,002

Total Retweets

Engagement Quality Analysis

Median-based metrics that resist fake virality and outliers.

2

Median Likes

0

Median Retweets

20

75th Percentile

130,160

Top Tweet

13.1

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

22.5%

Original

46.9%

Replies

12.7%

Retweets

17.9%

Quotes

0.0%

Threads

0.2%

With Media

41.5%

With Links

14.1%

With #Tags

69.0%

With @Mentions

4.9%

With Emojis

125

Avg Length

Audience Reaction Profile

Conversational

Engages heavily in discussions

2.08

Reply/Original Ratio

1.41

Quote/RT Ratio

Posting Rhythm

Highly Bursty

Posts in concentrated bursts

83.3%

Weekday Posts

16.7%

Weekend Posts

Top Hashtags

#ihavelostmyway (79) #ukyachat (37) #ifistay (26) #28daysofaction (19) #stateelectionsmatter (16) #weareinevitable (15) #frankieandbug (8) #christineblaseyford (7) #billionairecare (7) #kidlit (6)

Most Mentioned

@gayleforman (105) @marjorieingall (67) @jandynelson (53) @jackiewoodson (51) @libbabray (39) @elockhart (38) @penguinteen (38) @melissacwalker (37) @ca_london (35) @simonkids (33)

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Content Strategy Analysis

Based on 3,195 tweets

Content Type Distribution

Content Breakdown

Original Tweets 719 (23%)
Replies 1,497 (47%)
Retweets 406 (13%)
Quote Tweets 573 (18%)

What This Reveals About Their Strategy

This account prioritizes community engagement over content broadcasting. With replies making up the majority of their activity, they invest significant time in conversations, building relationships with followers and participating in discussions. This approach typically leads to higher loyalty and more authentic connections.

The 406 retweets (13% 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 3,195 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 appears to be primarily interested in literature, especially middle-grade fiction, and emotional storytelling. They engage with her content through likes and retweets, showing interest in her personal and professional life.

Good

Audience Quality

18.4%

Suspicion Index

16.3%

Low-Quality %

68

Median Reach

Audience Quality Signals

Lower percentages indicate healthier, more authentic followers.

21.9%

Empty Bio

17.5%

<10 Tweets

16.1%

Mass Following (>2K)

0.0%

New (<90 days)

38.8%

Low Ratio (<0.1)

0.0%

New (<180 days)

71.4%

No URL

10.8%

<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.

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Follower Reach & Influence

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

19,985,879

Total Potential Reach

68

Median Follower Reach

330

75th Percentile Reach

11.5%

>1K followers

1.7%

>10K followers

0.4%

>50K followers

0.2%

>100K followers

Creator vs Consumer Split

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

64.5%

Creators

6,448 accounts

18.1%

Consumers

1,805 accounts

17.5%

Dormant

1,747 accounts

35

Verified Followers

0.35% of total

17.6%

Professional Bios

founder, dev, analyst, etc.

0.16

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 (132) New York, NY (58) Los Angeles, CA (54) Brooklyn, NY (43) Philippines (43) New York, USA (43) California, USA (38) London, England (36) United Kingdom (34) USA (32)

35

Verified Followers

0.35% of total

1,344

Protected Accounts

13.44% of total

7 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
@Alyssa_Milano 3,477,915 - -
@SinghLions 1,328,853 Restaurateur Food, Travel, Influencer
@penguinrandom 1,267,513 Publisher books, reading, publishing
@shannonrwatts 610,628 Activist gun control, activism, motherhood
@BorowitzReport 533,018 Satirist satire, humor, politics
@djkingassassin 465,602 DJ Music, Club, Producer
@SeanMaxwell 430,251 Photographer Photography, Videography, Acting
@eliistender10 407,747 Author Books, Podcasting, Music
@cmclymer 398,024 Communications Feminism, LGBTQ+, Politics
@JasonKander 368,184 Politician voting rights, veteran advocacy, family

Top Keywords in Follower Bios

writer (724) sheher (663) books (655) book (611) author (536) love (506) lover (450) teacher (373) reader (357) mom (350)

Top Hashtags in Follower Bios

#amwriting (68) #writingcommunity (57) #author (30) #writer (26) #scbwi (23) #amquerying (21) #ya (21) #blm (20) #blacklivesmatter (20) #books (19)

7,812

Followers With Bio

2,188

Followers Without Bio

78.12%

% With Bio

21.88%

% 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.

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Viral Tweets

Top 5 by likes+RTs from 3,195 analyzed

573,397

Combined Engagement

0

Total Likes

573,397

Total Retweets

114,679

Avg per Tweet

Key Metrics for Viral Tweets

0%

With Media

20%

With Hashtags

100%

With @Mentions

40%

With Links

Topical Analysis:

Literary Reflection Emotional Storytelling Author Interaction

Key Insights & Takeaways

Her top tweets often include strong, emotional statements that resonate deeply with her followers. She frequently interacts with other authors and fans, fostering a sense of community. Her content is a mix of personal reflections and literary commentary, which helps maintain audience interest.

Strengths

  • + Strong engagement rates above platform average
  • + Established follower base of 73,593
  • + High community engagement through conversations
  • + 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 @gayleforman reveals an well-established Twitter presence with 73,593 followers. The account demonstrates a conversation-first approach, averaging 964.4 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.

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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