Scream Factory™

Scream Factory™

@Scream_Factory

Welcome to our official Twitter page! We focus on new & retro horror/sci-fi cult classics and release them on home entertainment for you to devour! :)

Los Angeles, CA https://screamfactorydvd.com/ Joined 2013-01-23 Date of Analysis: Dec 16, 2025

66,870

Followers

1,022

Following

16,113

Tweets

64.6

Avg Engagement

562

Listed

No

Verified

Account Overview

What This Report Covers

This comprehensive analysis examines @Scream_Factory'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:2013-01-23
  • Verification:No
  • Location:Los Angeles, CA

Data Summary

  • Tweets Analyzed:599
  • Avg Likes per Tweet:29.7
  • Avg Retweets per Tweet:34.8
  • Followers Analyzed:50,000

Engagement Analysis

Based on 599 tweets

The account maintains a steady level of engagement with an average of 483 likes and 82 retweets per tweet. The focus on new title announcements drives interaction and interest.

29.7

Avg Likes/Tweet

34.8

Avg Retweets/Tweet

17,820

Total Likes

20,868

Total Retweets

Engagement Quality Analysis

Median-based metrics that resist fake virality and outliers.

0

Median Likes

4

Median Retweets

35

75th Percentile

9,451

Top Tweet

0.97

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

21.9%

Original

20.5%

Replies

56.1%

Retweets

1.5%

Quotes

0.0%

Threads

0.5%

With Media

55.3%

With Links

15.5%

With #Tags

72.1%

With @Mentions

11.0%

With Emojis

150

Avg Length

Audience Reaction Profile

Interactive

Balances broadcasting with conversation

0.94

Reply/Original Ratio

0.03

Quote/RT Ratio

Posting Rhythm

Somewhat Bursty

Occasional posting spikes

91.3%

Weekday Posts

8.7%

Weekend Posts

Top Hashtags

#halloween (10) #screamfactory (8) #horror (8) #4k (6) #31nightsofhorror (5) #physicalmedia (4) #mastersofmonsters (4) #horrormovies (3) #nowwatching (3) #horrorcommunity (3)

Most Mentioned

@scream_factory (155) @shoutfactory (54) @thehorrormaster (27) @screamfactorytv (17) @fangoria (10) @doncoscarelli (10) @adm_int (10) @sacredbones (10) @shoutfactorytv (10) @frightmares_pod (8)

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Content Strategy Analysis

Based on 599 tweets

Content Type Distribution

Content Breakdown

Original Tweets 131 (22%)
Replies 123 (21%)
Retweets 336 (56%)
Quote Tweets 9 (2%)

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 336 retweets (56% 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 599 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

The audience likely consists of horror and sci-fi enthusiasts who appreciate cult classics and high-quality home entertainment. They are interested in exclusive releases and nostalgic content.

Good

Audience Quality

18.1%

Suspicion Index

17.2%

Low-Quality %

98

Median Reach

Audience Quality Signals

Lower percentages indicate healthier, more authentic followers.

26.8%

Empty Bio

12.4%

<10 Tweets

19.1%

Mass Following (>2K)

0.0%

New (<90 days)

36.6%

Low Ratio (<0.1)

0.0%

New (<180 days)

70.0%

No URL

7.5%

<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.

62,782,191

Total Potential Reach

98

Median Follower Reach

369

75th Percentile Reach

11.3%

>1K followers

1.3%

>10K followers

0.3%

>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).

71.9%

Creators

35,937 accounts

15.8%

Consumers

7,878 accounts

12.4%

Dormant

6,185 accounts

684

Verified Followers

1.37% of total

14.5%

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):

Los Angeles, CA (808) United States (681) Chicago, IL (301) California, USA (255) London, England (215) Los Angeles (202) United Kingdom (194) Canada (188) Texas, USA (184) Austin, TX (184)

993

Verified Followers

1.54% of total

6,004

Protected Accounts

9.31% 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
@hootsuite 7,326,347 Social Media Manager Social media, news, tips
@wossy 4,894,339 TV Presenter self-indulgent, Instagram, life
@kumailn 3,017,866 Comedian comedy, acting, writing
@Variety 2,909,778 Entertainment industry Entertainment, Business, Variety
@BeatsByAssassin 2,266,236 Multitalented Actor, Director, Rapper
@JordanPeele 1,948,687 Filmmaker movies, horror, comedy
@KameronBennett 1,809,469 DJ Music, DJing, Booking
@elybuendia9001 1,549,655 Musician Music, Art, Travel
@DEADLINE 1,112,313 Entertainment News Entertainment, News, Hollywood
@AgentM 1,038,897 Creative Executive gifs, cute animals, video games

Top Keywords in Follower Bios

horror (9,575) movies (4,227) film (4,066) love (3,023) movie (2,740) music (2,726) writer (2,429) lover (2,116) hehim (1,697) things (1,690)

Top Hashtags in Follower Bios

#horror (716) #mutantfam (251) #horrorfam (123) #blacklivesmatter (121) #blm (119) #movies (88) #horrormovies (85) #1 (85) #podcast (82) #film (72)

47,839

Followers With Bio

16,675

Followers Without Bio

74.15%

% With Bio

25.85%

% 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 599 analyzed

14,213

Combined Engagement

678

Total Likes

13,535

Total Retweets

2,843

Avg per Tweet

Key Metrics for Viral Tweets

0%

With Media

20%

With Hashtags

80%

With @Mentions

40%

With Links

Topical Analysis:

Horror Sci-Fi Home Entertainment Cult Classics 4k Uhd Movie Releases

Key Insights & Takeaways

The account thrives on announcing new releases, which keeps the audience engaged and informed. Promoting 4K UHD versions suggests a target market that values premium home entertainment experiences. The use of suspenseful and intriguing tweet content helps maintain audience curiosity and interest.

Strengths

  • + Established follower base of 66,870
  • + 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 @Scream_Factory reveals an growing Twitter presence with 66,870 followers. The account demonstrates a content-creator strategy, averaging 64.6 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