David CisMan

David CisMan

@DFisman

cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis cis

Chelm https://www.dlsph.utoronto.ca/faculty-profile/fisman-david-n/ Joined 2019-02-15 Date of Analysis: Dec 16, 2025

128,522

Followers

13,480

Following

70,097

Tweets

295.3

Avg Engagement

1,739

Listed

No

Verified

Account Overview

What This Report Covers

This comprehensive analysis examines @DFisman'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:2019-02-15
  • Verification:No
  • Location:Chelm

Data Summary

  • Tweets Analyzed:3,207
  • Avg Likes per Tweet:65.4
  • Avg Retweets per Tweet:229.9
  • Followers Analyzed:50,000

Engagement Analysis

Based on 3,207 tweets

Their tweets receive a moderate to high level of engagement, with an average of 2,088 likes and 729 retweets per tweet. This suggests a dedicated and active audience.

65.4

Avg Likes/Tweet

229.9

Avg Retweets/Tweet

209,647

Total Likes

737,418

Total Retweets

Engagement Quality Analysis

Median-based metrics that resist fake virality and outliers.

0

Median Likes

22

Median Retweets

195

75th Percentile

65,381

Top Tweet

2.3

Engagement per 1K Followers

Normalized influence metric

Viral Spikes

Engagement Pattern

Few posts get most engagement

Posting Behavior

Content style and format preferences

Curator

Amplifies others content frequently

7.2%

Original

28.7%

Replies

51.7%

Retweets

12.4%

Quotes

0.0%

Threads

0.2%

With Media

27.5%

With Links

4.7%

With #Tags

78.0%

With @Mentions

5.2%

With Emojis

113

Avg Length

Audience Reaction Profile

Conversational

Engages heavily in discussions

3.98

Reply/Original Ratio

0.24

Quote/RT Ratio

Posting Rhythm

Somewhat Bursty

Occasional posting spikes

74.9%

Weekday Posts

25.1%

Weekend Posts

Top Hashtags

#onpoli (12) #topoli (10) #corruptaf (7) #cdnpoli (6) #longcovid (5) #auschwitz (4) #pharma (4) #dougford (3) #cleanair (3) #toronto (3)

Most Mentioned

@dfisman (218) @jordanmroberts (122) @fourwinns298 (58) @who (46) @scoopercooper (43) @mynamesnotgordy (38) @sameo416 (38) @drnancyolivieri (36) @kprather88 (32) @torontostar (29)

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Content Strategy Analysis

Based on 3,207 tweets

Content Type Distribution

Content Breakdown

Original Tweets 231 (7%)
Replies 919 (29%)
Retweets 1,659 (52%)
Quote Tweets 398 (12%)

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 1,659 retweets (52% 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 3,207 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

DFisman's audience likely includes politically aware individuals and those interested in social justice issues. Their content appeals to people who are critical of systemic inequality and corruption.

Average

Audience Quality

22.7%

Suspicion Index

24.7%

Low-Quality %

90

Median Reach

Audience Quality Signals

Lower percentages indicate healthier, more authentic followers.

35.6%

Empty Bio

20.2%

<10 Tweets

22.3%

Mass Following (>2K)

0.0%

New (<90 days)

41.0%

Low Ratio (<0.1)

0.0%

New (<180 days)

84.4%

No URL

13.8%

<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.

78,453,616

Total Potential Reach

90

Median Follower Reach

408

75th Percentile Reach

13.0%

>1K followers

1.6%

>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).

63.6%

Creators

31,786 accounts

16.2%

Consumers

8,125 accounts

20.2%

Dormant

10,089 accounts

500

Verified Followers

1.0% of total

10.5%

Professional Bios

founder, dev, analyst, etc.

0.14

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):

Toronto, Ontario (1,426) Canada (1,203) Toronto (702) Ontario, Canada (620) Ottawa, Ontario (503) United States (365) Calgary, Alberta (195) Vancouver, British Columbia (185) Toronto, Canada (180) Hamilton, Ontario (167)

802

Verified Followers

0.79% of total

11,272

Protected Accounts

11.16% 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
@JohnCena 14,101,622 Wrestler Wrestling, Motivation, Self-promotion
@globeandmail 2,008,496 News organization news, Canada, customer care
@miguelhotero 1,930,010 Journalist Politics, Journalism, Leadership
@CTVNews 1,790,778 News outlet news, breaking news, national
@ColinCowherd 1,623,103 Sports Commentator Sports, Media, Investing
@SinghLions 1,333,655 Restaurateur Food, Travel, Influencer
@mmpadellan 1,223,081 Political Commentator #BlueWave2022, #Feminist, #TheResistance
@BillKristol 1,038,863 Political Commentator Politics, Journalism, Commentary
@veramagalhaes 930,464 - -
@strombo 842,075 Broadcaster Music, Motorcycles, Pho

Top Keywords in Follower Bios

sheher (4,271) mom (3,710) health (3,535) love (2,829) lover (2,798) life (2,417) teacher (2,356) views (2,272) opinions (1,987) science (1,942)

Top Hashtags in Follower Bios

#blm (408) #covidisairborne (315) #resist (217) #longcovid (202) #blacklivesmatter (192) #covidisnotover (124) #wearamask (122) #istandwithtrudeau (110) #nevervoteconservative (101) #mentalhealth (81)

65,856

Followers With Bio

35,139

Followers Without Bio

65.21%

% With Bio

34.79%

% 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 3,207 analyzed

182,480

Combined Engagement

0

Total Likes

182,480

Total Retweets

36,496

Avg per Tweet

Key Metrics for Viral Tweets

0%

With Media

0%

With Hashtags

100%

With @Mentions

40%

With Links

Topical Analysis:

Social Justice Political Corruption Public Behavior

Key Insights & Takeaways

DFisman's bio, which repeats 'cis', may be a deliberate statement about identity or a critique of societal norms. Their tweets often address controversial topics, which likely contribute to their engagement and follower count. They frequently engage with political and social issues, indicating a focus on public discourse and accountability.

Strengths

  • + Strong engagement rates above platform average
  • + Established follower base of 128,522
  • + 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 @DFisman reveals an well-established Twitter presence with 128,522 followers. The account demonstrates a conversation-first approach, averaging 295.3 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