sigmachinelearning
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@sigmachinelearning

SIG Machine Learning

PublicSoftware Company
12
Posts
40
Followers
16
Following

Optimisation for Oil & Gas ➔ Automated, field-level setpoint evaluation & optimisation ➔ Exception-based surveillance ➔ Integrated field management

linktr.ee/sigml
12 posts analyzed

@sigmachinelearning Profile Analysis Summary

Based on the last 12 posts

When we look at how sigmachinelearning's audience interacts with their content, we see an engagement rate of 6.67% — that's about 3 likes and 0 comments per post on average. Compared to similar accounts in the 1K-10K follower range (where the average sits around 5%), this is 33% higher, which suggests a genuinely engaged community.

Looking at content mix, about 67% of recent posts are videos and 33% are photos. Interestingly, video content tends to spark 2.7x more interaction than photos — worth noting for anyone studying this account's strategy.

On the posting side, new content shows up about every 4 days — a moderately consistent rhythm. Captions tend to be detailed, averaging around 1188 characters.

Key Metrics

40

Followers

16

Following

12

Total Posts

7.50%

Engagement Rate

3

Avg Likes

0

Avg Comments

Authority Score

39/100
Emerging

Calculated from reach, engagement, content quality, and trust signals

Score Breakdown

Reach
0/25

40 followers

Engagement
27/30

6.67% engagement rate

Content
4/20

12 posts, 0 avg comments

Growth
5/15

2.5:1 follower ratio

Trust
3/10

Building credibility

Authority Score is an estimated metric based on 12 recent posts and public profile data. It reflects potential influence and engagement quality.

Industry Benchmark

Compared to:Nano (1K-10K)

31

Total Likes

1

Total Comments

Engagement Rate

6.67%vs 5% (avg)
+33%

Your engagement rate is 33% above the Nano (1K-10K) average. This indicates strong audience connection and content resonance.

Avg. Likes per Post

3vs 500 (avg)
-99%

Your average likes are 99% below typical Nano (1K-10K) accounts. Focus on visual quality and trending topics.

Avg. Comments per Post

0vs 25 (avg)
-100%

Your comments are 100% below the Nano (1K-10K) average. Try asking questions or creating discussion-worthy content.

Benchmarks are based on industry averages for accounts in similar follower tiers. Individual performance may vary based on niche, content type, and audience demographics.

Publishing Frequency

Average

0.3

Posts per day

Average

2

Posts per week

Low consistency

Monday

Most active day

Posts by Weekday

M
T
W
T
F
S
S

Top Performing Content

Content
Video
Most Liked
40

𝐈𝐟 𝐲𝐨𝐮, 𝐨𝐫 𝐨𝐧𝐞 𝐨𝐟 𝐲𝐨𝐮𝐫 𝐭𝐞𝐚𝐦, 𝐦𝐚𝐝𝐞 𝐚 𝐬𝐞𝐭𝐩𝐨𝐢𝐧𝐭 𝐜𝐡𝐚𝐧𝐠𝐞 𝐥𝐚𝐬𝐭 ...

View on Instagram
Content
Video
Most Comments
41

As fields grow, the challenge shifts from reviewing individual wells to making coordinated decisions...

View on Instagram
Content
Video
High Performer
40

𝑾𝒐𝒓𝒌𝒇𝒍𝒐𝒘 𝑴𝒂𝒕𝒖𝒓𝒊𝒕𝒚: 𝑾𝒉𝒆𝒓𝒆 𝑫𝒐𝒆𝒔 𝒀𝒐𝒖𝒓 𝑷𝒓𝒐𝒅𝒖𝒄𝒕𝒊𝒐𝒏 𝑻𝒆𝒂𝒎 𝑺𝒊𝒕...

View on Instagram
Performance Summary

Analyzed 12 posts. Top content receives 4 likes on average.

Content Type Analysis

Content Distribution

67%
33%
Videos (8)Photos (4)

Videos

Better
Avg Likes3
Avg Comments0

Photos

Avg Likes1
Avg Comments0

Videos outperform photos by 2 avg engagements per post.

Engagement Trend

Overall Trend

Decreasing

Comparing 6 older posts to 6 recent posts. Overall engagement has decreased by <span class="font-medium text-red-400">22.2</span>%

Likes Trend

-17.6%

Before: 3 avg

After: 2 avg

Comments Trend

-100.0%

Before: 0 avg

After: 0 avg

Total Engagement

-22.2%

Before: 3 avg

After: 2 avg

Caption Length Analysis

Caption Length Distribution

No Caption
0 chars
Short
1-100 chars
Medium
101-500 chars
Long
12
500+ chars
LongBest
Likes3
Comments0

Average caption length: 1188 characters. Long captions (500+ chars) perform best with 3 avg engagements.

Hashtag Performance

With Hashtags

Better

12

posts

Avg Likes3
Avg Comments0

Without Hashtags

0

posts

Avg Likes0
Avg Comments0

Most Used Hashtags

#productionengineering×12#oilandgas×12#predictiveoptimisation×7#fieldoptimisation×6#oilandgasindustry×6#digitalmaturity×5#optimization×4#setpointoptimisation×3#optimisation×3#wellsitecontrol×2

Average 6.1 hashtags per post. Posts with hashtags get 3 more avg engagements.

Growth Indicators

Account Classification

Micro Influencer
1K10K50K500K1M10M+

With 40 followers, this account falls in the Micro category (1K-10K). Typical engagement for this tier: 5-10%

Following/Followers

0.400

Good

Engagement Rate

6.67%

Above average

Total Followers

40

Following 16
Profile Insights
  • Good ratio - more followers than following
  • Engagement rate is above the 5-10% benchmark for micro accounts
  • Average of 3 likes and 0 comments per post

Hashtags & Captions

Top Hashtags

#productionengineering(12)
#oilandgas(12)
#predictiveoptimisation(7)
#fieldoptimisation(6)
#oilandgasindustry(6)
#digitalmaturity(5)

Based on 12 recent posts

Top Caption Words

optimisation(22)
field(18)
production(17)
maturity(15)
assessment(15)
teams(15)

Common words filtered out for relevance

Content Themes

Content Mood

Neutral & Informative38% dominant+Romantic & Emotional

The overall tone of this profile's content leans towards neutral & informative with elements of romantic & emotional.

Beauty & Skincare

Beauty tips and skincare routines

Relevance100%

Business & Motivation

Entrepreneurship and motivational content

Relevance62%

Lifestyle & Fashion

Content about lifestyle, fashion, and personal style

Relevance23%

Photography & Art

Focus on visual storytelling and artistic content

Relevance11%

Themes and mood are estimated by analyzing keywords in 12 public post captions and hashtags.

Audience Insights

Limited Data Available: Detailed audience demographics (country, age, gender) are only accessible to account owners through Instagram Insights. The data below is estimated from public content analysis.

Content Languages

English89%
Portuguese10%
German1%
Turkish0%

Detected from 12 post captions

Audience Engagement

Engagement LevelVery High

Based on likes-to-followers ratio

Account SizeEmerging Creator

Under 1K followers

Est. Reach per Post8

Estimated based on average engagement × 3

Audience Summary

This growing account shows very high engagement with primarily English content. Average post reaches an estimated 8 accounts.

Best Time to Post

Best performing time: Monday 4am

Posts during this time get highest average engagement

12am
4am
8am
12pm
4pm
8pm
Mon
Tue
Wed
Thu
Fri
Sat
Sun
Lower engagement
Higher engagement

Based on engagement patterns from 12 posts with timestamps.

AI-Powered Analysis Summary

Key insights and performance highlights based on @sigmachinelearning's recent content

@sigmachinelearning's engagement rate of 6.67% is excellent compared to similar accounts. This indicates a excellent level of audience interaction and content effectiveness.

Content strategy is 67% focused on videos, which appears to be the strongest performing format for this profile.

Posting consistency is medium with an average interval of 4 days between posts. medium frequency typically leads to better audience retention.

Best performing video generated 1.9x more engagement than average posts, suggesting strong resonance with specific content themes.

Caption strategy follows a detailed approach with an average of 1188 characters. This detailed style aligns well with audience expectations for this account type.

This analysis is generated from publicly available data and provides estimated insights. Actual performance metrics may vary.

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Important Notice

All insights shown here are estimated using publicly available data. This tool is not affiliated with Instagram or Meta and does not access private information. Analytics are provided for informational purposes only and may not reflect actual account performance.

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