MiLB Players

MiLB Players

@Milb_players

The official account of Minor League Baseball Players | @MLBPA

https://www.mlbplayers.com/milb-players Joined 2020-02-09 Date of Analysis: ديسمبر 16, 2025

22590

Followers

303

Following

807

Tweets

270,4

Avg Engagement

168

Listed

No

Verified

Account Overview

What This Report Covers

This comprehensive analysis examines @Milb_players'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:2020-02-09
  • Verification:No
  • Location:Not specified

Data Summary

  • Tweets Analyzed:737
  • Avg Likes per Tweet:181,0
  • Avg Retweets per Tweet:89,4
  • Followers Analyzed:22900

Engagement Analysis

Based on 737 tweets

The account maintains a high level of engagement, with tweets averaging over 3,955 likes and 832 retweets. This suggests a strong connection with followers who are interested in the players' stories and updates.

181,0

Avg Likes/Tweet

89,4

Avg Retweets/Tweet

133366

Total Likes

65897

Total Retweets

Engagement Quality Analysis

Median-based metrics that resist fake virality and outliers.

45

Median Likes

25

Median Retweets

205

75th Percentile

11706

Top Tweet

11,97

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

46,5%

Original

12,5%

Replies

30,5%

Retweets

10,4%

Quotes

0,0%

Threads

0,7%

With Media

84,5%

With Links

15,5%

With #Tags

46,5%

With @Mentions

3,8%

With Emojis

202

Avg Length

Audience Reaction Profile

Broadcast

Focuses on original content over replies

0,27

Reply/Original Ratio

0,34

Quote/RT Ratio

Posting Rhythm

Highly Bursty

Posts in concentrated bursts

83,0%

Weekday Posts

17,0%

Weekend Posts

Top Hashtags

#fairball (74) #blackhistorymonth (9) #bhm (7) #worldbaseballclassic (5) #wbc (4) #standwithmilb (3) #milbbillofrights (2) #mets (2) #fightfor15k (2) #michaeljordan (1)

Most Mentioned

@milbadvocates (90) @joonlee (18) @mlb (16) @britt_ghiroli (16) @broshuis (16) @evandrellich (14) @emilycwaldon (13) @lovegrove19 (13) @angels (12) @mlbpa (10)

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 737 tweets

Content Type Distribution

Content Breakdown

Original Tweets 343 (47%)
Replies 92 (12%)
Retweets 225 (31%)
Quote Tweets 77 (10%)

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 225 retweets (31% 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 737 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 22900 followers

The audience primarily consists of baseball fans, players, and advocates interested in the behind-the-scenes aspects of minor league baseball. It also includes MLB teams and organizations that may be interested in the players' concerns and experiences.

Good

Audience Quality

14,4%

Suspicion Index

14,3%

Low-Quality %

206

Median Reach

Audience Quality Signals

Lower percentages indicate healthier, more authentic followers.

25,1%

Empty Bio

5,5%

<10 Tweets

19,9%

Mass Following (>2K)

0,0%

New (<90 days)

26,3%

Low Ratio (<0.1)

0,0%

New (<180 days)

79,4%

No URL

3,5%

<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.

Try Bot Detector

Follower Reach & Influence

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

53449680

Total Potential Reach

206

Median Follower Reach

560

75th Percentile Reach

15,2%

>1K followers

2,2%

>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).

86,2%

Creators

19744 accounts

8,3%

Consumers

1893 accounts

5,5%

Dormant

1263 accounts

760

Verified Followers

3,32% of total

11,7%

Professional Bios

founder, dev, analyst, etc.

0,23

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):

Chicago, IL (240) United States (225) Los Angeles, CA (183) Washington, DC (181) New York, NY (176) Houston, TX (117) Philadelphia, PA (115) Brooklyn, NY (98) California, USA (98) Boston, MA (97)

760

Verified Followers

3.32% of total

3103

Protected Accounts

13.55% of total

9 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 14106742 Wrestler Wrestling, Motivation, Self-promotion
@verified 4201269 - -
@Reportero24 944192 - -
@nonprofitorgs 775137 Nonprofit Advocate Nonprofits, Digital Marketing, Fundraising
@SenatorDurbin 741115 Politician Illinois, Majority Whip, Judiciary
@pgammo 554753 Sportswriter Baseball, Music, Buddy Guy
@porlagoma 533255 Sports Writer Baseball, Writing, Motherhood
@JasonLaCanfora 493671 Sports Reporter dogs, reporting, radio
@BNightengale 405444 Sports Journalist Baseball, Radio, Insider
@FerAlvarez 394776 Sports Commentator Baseball, Basketball, Sports Analysis

Top Keywords in Follower Bios

baseball (2981) sports (1729) alum (867) hehim (789) coach (754) former (737) husband (729) dad (594) father (555) love (538)

Top Hashtags in Follower Bios

#lgm (111) #blacklivesmatter (76) #blm (59) #1 (55) #lfgm (55) #repbx (45) #billsmafia (43) #stlcards (42) #mets (31) #girldad (29)

17149

Followers With Bio

5751

Followers Without Bio

74.89%

% With Bio

25.11%

% 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 737 analyzed

39811

Combined Engagement

22594

Total Likes

17217

Total Retweets

7962

Avg per Tweet

Key Metrics for Viral Tweets

20%

With Media

0%

With Hashtags

40%

With @Mentions

100%

With Links

Topical Analysis:

Player Advocacy Working Conditions Financial Support Mlb Relations Minor League Baseball Player Experiences

Key Insights & Takeaways

The account highlights real-life challenges and experiences of minor league players, such as poor working conditions and lack of proper meal provisions. It shares breaking news about players receiving paychecks after a long period without income, showing progress in player advocacy. The account also emphasizes the need for MLB teams to cover minor league players, indicating a focus on fair treatment and support.

Strengths

  • + Strong engagement rates above platform average
  • + Established follower base of 22590
  • + 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 @Milb_players reveals an well-established Twitter presence with 22590 followers. The account demonstrates a content-creator strategy, averaging 270,4 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.

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: ديسمبر 16, 2025