Beth Williams

Beth Williams

@MsBethWilliams

Model, Actress, Playboy Playmate: Miss August 2012, Ohio U alum. Instagram: msbethwilliams

Puerto Rico, USA Joined 2009-05-04 Date of Analysis: Dez 16, 2025

125.856

Followers

408

Following

8.332

Tweets

70,9

Avg Engagement

313

Listed

No

Verified

Account Overview

What This Report Covers

This comprehensive analysis examines @MsBethWilliams'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: Macro Influencer (100K+)
  • Account Age:2009-05-04
  • Verification:No
  • Location:Puerto Rico, USA

Data Summary

  • Tweets Analyzed:3.177
  • Avg Likes per Tweet:9,6
  • Avg Retweets per Tweet:61,4
  • Followers Analyzed:50.000

Engagement Analysis

Based on 3.177 tweets

Her tweets typically receive around 616 likes and 61 retweets on average. The engagement is relatively consistent across her posts.

9,6

Avg Likes/Tweet

61,4

Avg Retweets/Tweet

30.350

Total Likes

194.979

Total Retweets

Engagement Quality Analysis

Median-based metrics that resist fake virality and outliers.

1

Median Likes

0

Median Retweets

5

75th Percentile

73.970

Top Tweet

0,56

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

51,1%

Original

38,9%

Replies

9,7%

Retweets

0,3%

Quotes

0,0%

Threads

4,9%

With Media

31,5%

With Links

18,2%

With #Tags

61,7%

With @Mentions

17,2%

With Emojis

80

Avg Length

Audience Reaction Profile

Interactive

Balances broadcasting with conversation

0,76

Reply/Original Ratio

0,03

Quote/RT Ratio

Posting Rhythm

Highly Bursty

Posts in concentrated bursts

75,2%

Weekday Posts

24,8%

Weekend Posts

Top Hashtags

#missaugust2012 (27) #playmate (20) #playmates (20) #gobucks (14) #ohio (14) #tbt (14) #blonde (13) #love (13) #bts (12) #weathertechgirls (12)

Most Mentioned

@msbethwilliams (540) @brandyjg01 (111) @playboy (83) @ameliatalon (76) @shelbychesnes (59) @ro_z_d (58) @tiffanytothxoxo (53) @pamelahorton13 (43) @supportplayboy (40) @amymadisyn (40)

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Content Strategy Analysis

Based on 3.177 tweets

Content Type Distribution

Content Breakdown

Original Tweets 1.622 (51%)
Replies 1.237 (39%)
Retweets 309 (10%)
Quote Tweets 9 (0%)

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 309 retweets (10% 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 3.177 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 50.000 followers

Her audience appears to be interested in entertainment, fashion, and celebrity culture. The engagement metrics suggest a moderate level of interaction with her content.

Below Average

Audience Quality

40,1%

Suspicion Index

38,0%

Low-Quality %

46

Median Reach

Audience Quality Signals

Lower percentages indicate healthier, more authentic followers.

54,0%

Empty Bio

34,0%

<10 Tweets

37,4%

Mass Following (>2K)

0,0%

New (<90 days)

82,7%

Low Ratio (<0.1)

0,0%

New (<180 days)

94,1%

No URL

22,0%

<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.

23.028.351

Total Potential Reach

46

Median Follower Reach

136

75th Percentile Reach

2,5%

>1K followers

0,3%

>10K followers

0,1%

>50K followers

0,1%

>100K followers

Creator vs Consumer Split

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

40,9%

Creators

20.468 accounts

25,1%

Consumers

12.555 accounts

34,0%

Dormant

16.977 accounts

107

Verified Followers

0,21% of total

2,2%

Professional Bios

founder, dev, analyst, etc.

0,04

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 (435) India (223) Dhaka, Bangladesh (190) Iraq (140) Los Angeles, CA (139) California, USA (123) New York, USA (95) Mexico (95) Cairo, Egypt (89) London, England (88)

201

Verified Followers

0.2% of total

19.463

Protected Accounts

19.27% of total

8 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
@6BillionPeople 2.033.161 - -
@ObispoPascal 1.707.403 Singer Music, Album, Vinyl
@BlakeGray 1.690.746 Influencer Business, United Talent
@JDaIey 1.230.285 Owner Esports, Gaming, Sponsorship
@CSuiteConfess 1.001.436 Executive Coach #MeToo, Executives, Navigating
@ZachBoychuk 828.647 Hockey Player Hockey, Meme/NFT Trading, Ethereum
@solalexasch 679.795 Musician Music, Travel, Tattoos
@garettnelson 651.481 Entrepreneur Travel, Investing, Adventure
@VigilanteArtist 573.488 Digital Artist Pop Art, Digital Art, iArt Movement
@crystalhefner 531.785 Investor Travel, Investing, Modeling

Top Keywords in Follower Bios

love (2.910) life (1.770) music (1.183) twitter (1.029) sports (990) account (884) follow (857) fun (817) media (806) live (686)

Top Hashtags in Follower Bios

#1 (44) #maga (43) #bitcoin (28) #music (23) #follow (22) #model (21) #sex (21) #followback (20) #blm (20) #porn (18)

43.749

Followers With Bio

57.249

Followers Without Bio

43.32%

% With Bio

56.68%

% 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 3.177 analyzed

152.102

Combined Engagement

0

Total Likes

152.102

Total Retweets

30.420

Avg per Tweet

Key Metrics for Viral Tweets

0%

With Media

40%

With Hashtags

100%

With @Mentions

60%

With Links

Topical Analysis:

Celebrity Fashion Entertainment Personal Branding Social Media Promotion

Key Insights & Takeaways

She leverages her Playboy Playmate status to maintain visibility and relevance in the entertainment industry. Her content is often casual and includes emojis, indicating a more personal and relatable approach. She uses Twitter as a platform to direct traffic to her Instagram profile, emphasizing her personal brand.

Strengths

  • + Established follower base of 125.856
  • + 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 @MsBethWilliams reveals an growing Twitter presence with 125.856 followers. The account demonstrates a content-creator strategy, averaging 70,9 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: Dez 16, 2025