🤖Data Scientist | Turning Raw Data into Money Generating Insights | Data-led Growth for Your Business 🚀

Freelance Data Scientist | ML Engineer | SQL | Python | Power BI | MLOps

Data analytics and Machine learning models built 5X faster - no quality compromise. Worked with 14 clients in 7 different industries in the last 3 years. Helped current company scale to $5M+ ARR. Featured TOP RATED PLUS talent on Upwork in 2025 with 100% job completion and satisfaction.

My Toolkit:
- Data analytics: Python, SQL, Excel
- ML Engineering: FastAPI, AWS, Streamlit, great_expectations
- Data visualization: PowerPoint, PowerBI, Plotly, Matplotlib
- Data modeling: Scikit-learn, TensorFlow, Keras
- MLOPs: CI/CD (GitHub Actions), Docker
- Additional tools: Notion, n8n, Canva, Git/GitHub

My Stats:
- 5-stars reviews on 99% of projects delivered.
- 100% Job Success Score for on-time, budget delivery.
- Helped scale currently business to $5M ARR with ATS analysis & Reporting.
- 1.5 years TOP RATER PLUS on Upwork.
- 1800 hours billed.
- $60k+ earned.

What You’ll Get Working With Me:
- A data analyst who is a real problem solver.
- Quick responses (within the hour on working hours)
- Clean, maintainable code and detailed documentation
- A clear “NO” if something isn’t feasible; no wasted time
- A well-crafted report or dashboard as per the requirements

My clients think:
- "Anas is great and highly knowledgeable. He is passionate about solving data science challenges and has helped me significantly streamline some of my processes, enabling better scalability.
- "Anas, was prompt and thorough and I would def use him again in the future."
- "Anas is great to work with. He made the job so fluid and his knowledge of data science makes him someone worth listening to. I’m glad I chose him for my small business. I’m looking forward to what’s coming next, and I would definitely hire him again."

Popular Clients & Products:
- Uhubs: Financial company based in London
- AllAboutGroup: Law recruitment firm based in London
- Growth Dynamics: Marketing and data strategist based in London.
- Adway: Tech and recruitment company based in Gotheborg, Sweden

About me:
- Football fan since I can remember (Real Madrid fan)
- Tennis lover and practitioner (one-handed backhand style)
- Mangas fan (One Piece, Naruto, Bleach)
- Travel addict (South Asia, Europe, Africa, America (soon))
- Reading is something I enjoy as much as coffee (oat latte fan recently)

-----

YouTube Channel
→ GO HERE: https://www.youtube.com/anas_riad

Request services via LinkedIn or Email below:
r.riadanas@gmail.com

Hire on Upwork:
https://www.upwork.com/freelancers/~0163377bf3029c7553

Anas Riad

Dear recruiters,

If you expect a Data Scientist to be an expert in:

→ Python for large-scale data analysis
→ Excel with complex financial-style reports
→ Pandas and NumPy on real, broken datasets
→ Heavy data cleaning and feature engineering
→ Git workflows, CI/CD, and automated testing
→ LLMs, prompt design, and applied AI use cases
→ Business KPIs, north-star metrics, and trade-offs
→ Clear storytelling with non-technical stakeholders
→ Dockerized environments and reproducible pipelines
→ Experiment tracking, model versioning, and rollbacks
→ Data pipelines touching cloud storage and warehouses
→ Regression, classification, and model selection at scale
→ Advanced SQL with messy joins and window functions
→ Exploratory analysis with Matplotlib, Plotly, and Seaborn
→ Probability theory, hypothesis testing, and A/B experiments
→ Bias–variance trade-offs and model performance monitoring

… you’re not hiring one 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁.
You’re describing an 𝗲𝗻𝘁𝗶𝗿𝗲 𝗱𝗮𝘁𝗮 𝗱𝗲𝗽𝗮𝗿𝘁𝗺𝗲𝗻𝘁.

PS: Post inspired by José Siles

📌 Follow Anas Riad for more content around data science

Data Scientist & BI Consultant @Adway • ML Engineer • YouTube @ Anas Riad

YouTube is still the BEST place to learn ML.

Most people still watch the wrong videos.

Here are 𝟭𝟮 𝗬𝗼𝘂𝗧𝘂𝗯𝗲 𝘃𝗶𝗱𝗲𝗼𝘀 𝘁𝗼 𝗺𝗮𝘀𝘁𝗲𝗿 ML ⤵️ 

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𝗦𝘁𝗮𝗻𝗳𝗼𝗿𝗱 𝗖𝗦𝟮𝟮𝟵: 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴
 
The legendary starting point for ML.
Covers core theory, intuition, and key algorithms.

Video: https://lnkd.in/e-aJRQun
 
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𝗔𝗹𝗹 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗖𝗼𝗻𝗰𝗲𝗽𝘁𝘀 𝗘𝘅𝗽𝗹𝗮𝗶𝗻𝗲𝗱 𝗶𝗻 𝟮𝟮 𝗠𝗶𝗻𝘂𝘁𝗲𝘀

A fast, structured overview of all major ML concepts.
Great for building a mental map before going deeper.
 
Video: https://lnkd.in/exCP58F6
 
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𝗠𝗟𝗢𝗽𝘀 𝗖𝗼𝘂𝗿𝘀𝗲 𝗳𝗼𝗿 𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿𝘀
 
Shows how ML actually works in real products.
Pipelines, deployment, monitoring, and production mindset.
 
Video: https://lnkd.in/erzM3b4F

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𝗛𝗼𝘄 𝘁𝗼 𝗗𝗲𝗽𝗹𝗼𝘆 𝗠𝗟 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀 (𝗙𝗮𝘀𝘁𝗔𝗣𝗜, 𝗗𝗼𝗰𝗸𝗲𝗿, 𝗔𝗪𝗦)
 
From trained model to live service.
A practical deployment walkthrough with modern tools.
 
Video: https://lnkd.in/e3JtcAZk

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𝗦𝘁𝗲𝗮𝗹 𝗠𝘆 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗧𝗲𝗺𝗽𝗹𝗮𝘁𝗲

Learn how to structure ML projects properly.
Clean folders, reproducibility, and real-world practices.
 
Video: https://lnkd.in/eds2Buq8

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𝗘𝗻𝗱-𝘁𝗼-𝗘𝗻𝗱 𝗠𝗟 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗜𝗺𝗽𝗹𝗲𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻
 
A full ML project from start to finish.
Data prep, modeling, evaluation, and delivery.
 
Video: https://lnkd.in/ebx_dvtn

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𝗠𝗟𝗢𝗽𝘀 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲 𝗧𝘂𝘁𝗼𝗿𝗶𝗮𝗹 (𝗬𝗼𝘂𝗧𝘂𝗯𝗲 𝗩𝗶𝗲𝘄𝗲𝗿 𝗦𝗲𝗻𝘁𝗶𝗺𝗲𝗻𝘁)
 
Build a real ML pipeline using real data.
Feature engineering, modeling, and orchestration.
 
Video: https://lnkd.in/e9_xVb-Z

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𝗬𝗼𝘂 𝗪𝗶𝗹𝗹 𝗡𝗢𝗧 𝗟𝗲𝗮𝗿𝗻 𝗠𝗟 𝗶𝗻 𝟯 𝗠𝗼𝗻𝘁𝗵𝘀
 
A reality check on learning machine learning.
Focuses on process, depth, and consistency.
 
Video: https://lnkd.in/eRqYhJWK

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𝗘𝗻𝗱-𝘁𝗼-𝗘𝗻𝗱 𝗥𝗲𝗴𝗿𝗲𝘀𝘀𝗶𝗼𝗻 𝗠𝗟 𝗣𝗿𝗼𝗷𝗲𝗰𝘁
 
A practical regression project walkthrough.
Covers evaluation, assumptions, trade-offs.
 
Video: https://lnkd.in/e2GEnb4N

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𝗘𝘃𝗲𝗿𝘆 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗠𝗼𝗱𝗲𝗹 𝗘𝘅𝗽𝗹𝗮𝗶𝗻𝗲𝗱
 
A clear overview of common ML models.
 
Video: https://lnkd.in/eMW3YNKq

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𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗚𝗿𝗮𝗱𝗲 𝗠𝗟 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗧𝘂𝘁𝗼𝗿𝗶𝗮𝗹
 
Focus on building ML systems that last.
Code quality, deployment, and maintainability.
 
Video: https://lnkd.in/eXYhdxgt

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𝗜𝗻𝘁𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝘁𝗼 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 (𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻𝘀)
 
A simple introduction to ML definitions and concepts.
 
Video: https://lnkd.in/eT3qrGBt
 
---

📌 Save this for your next project.
♻️ Repost this to help your network in data.

90% of analysts use only 10% of Pandas.

Master these 10 operations. Level up instantly.

When I started learning data analysis,
I thought Pandas was “too big” to master.

Turns out… you only need the core.

Here are the operations I use almost daily:

• 𝗟𝗼𝗮𝗱 𝗱𝗮𝘁𝗮 → pd.read_csv()
• 𝗜𝗻𝘀𝗽𝗲𝗰𝘁 𝗾𝘂𝗶𝗰𝗸𝗹𝘆 → .head(), .info(), .describe()
• 𝗦𝗲𝗹𝗲𝗰𝘁 𝗰𝗼𝗹𝘂𝗺𝗻𝘀 → df[["col1","col2"]]
• 𝗙𝗶𝗹𝘁𝗲𝗿 𝗿𝗼𝘄𝘀 → df[df["col"] > value]
• 𝗚𝗿𝗼𝘂𝗽 & 𝗮𝗴𝗴𝗿𝗲𝗴𝗮𝘁𝗲 → .groupby().agg()
• 𝗖𝗿𝗲𝗮𝘁𝗲 𝗳𝗲𝗮𝘁𝘂𝗿𝗲𝘀 → df["new"] = expression
• 𝗠𝗲𝗿𝗴𝗲 𝗱𝗮𝘁𝗮𝘀𝗲𝘁𝘀 → pd.merge()
• 𝗛𝗮𝗻𝗱𝗹𝗲 𝗺𝗶𝘀𝘀𝗶𝗻𝗴 𝘃𝗮𝗹𝘂𝗲𝘀 → .isna(), .fillna()
• 𝗦𝗼𝗿𝘁 𝗿𝗲𝘀𝘂𝗹𝘁𝘀 → .sort_values()
• 𝗘𝘅𝗽𝗼𝗿𝘁 𝗰𝗹𝗲𝗮𝗻 𝗱𝗮𝘁𝗮 → .to_csv() or .to_excel()

That’s it.

If you can combine these properly, you can solve 80% of real-world problems.

The rest is practice and business thinking.

PS: Is Pandas your go-to library for data analytics?

📌 Follow Anas Riad for more content around data science

I was never supposed to become a Data Scientist.

Nothing about my path pointed there.

I tried medicine.
Then architecture.
Spent 5 years on a Master’s in industrial engineering.
Worked as a professional DJ at the same time.

Then I found data science.
Late. Unexpectedly.
And honestly… it made no sense.

I changed countries.
I doubted myself constantly.
I had to spend one full year just learning how to speak better.
Five years ago, I couldn’t even express myself properly in this language.

Now I work in data science.
And create content in that same language.

It wasn’t linear.
It wasn’t clean.
And the odds were clearly against me.

What made the difference wasn’t just Python or maths.

Being a good data scientist is not only technical.

It’s also:

→ Being reliable when things break
→ Understanding the business, not just the model
→ Thinking clearly when data is messy
→ Explaining results so people actually act
→ Saying “this approach failed” and learning fast

Yes, you still need:

→ Coding
→ Statistics
→ Probability
→ Solid fundamentals

But that’s only part of the picture.

What really helped me:

→ Perseverance
→ Belief (especially when confidence was low)
→ Hard work
→ Learning from the right people

Data scientists don’t all look the same.
And they don’t come from the same background.

If your path feels messy, slow, or “wrong”,
you might actually be building something stronger.

PS: Did you find your path on the 1st try?

80% of analyst tasks will automate.

Will you still be relevant in 2026?

⭐ Venkata Naga Sai Kumar Bysani and I broke this down simply  ⤵️ 

1️⃣ Work with AI, not against it
Copilot, Claude, automation tools. Use them well. Guide them. Validate outputs.

2️⃣ SQL alone won’t cut it anymore
Add Python. Learn ML basics. Understand how data pipelines work.

3️⃣ Understand the business deeply
Dashboards are easy. Translating numbers into revenue, risk, and strategy is rare.

4️⃣ Solve problems, not tickets
No one cares about the tool. They care about impact.

5️⃣ Build systems that run without you
Automate reports. Schedule pipelines. Create alerts. Sleep while your work runs.

6️⃣ Explain insights clearly
If leadership can’t understand it, it won’t matter.

7️⃣ Share your work publicly
Document what you’re learning. Visibility creates leverage.

-- -- -- 

The analyst role isn’t disappearing.
It’s evolving.

And the ones who adapt will win big in 2026.

💬 What’s your take?
Is the Data Analyst role shrinking or just becoming more strategic?

📌 Follow Venkata Naga Sai Kumar Bysani & Anas Riad for top-tier data content
♻️ Repost this post with your network to benefit

Shiv Shenoy, PMP

I help experts earn Authority in their field and attract Growth Opportunities. | Write a book (w/o prior writing experience). | Productize your knowledge. | Crack a PM exam. | Follow me for how-tos.

In 2012, I completed 15 years in the corporate world.

Life was fast-paced, intense—18-hour workdays, back-to-back meetings, and constantly juggling projects.

Then, one week later, everything changed.

The pressure finally broke me. I ended up spending two weeks in the hospital.

With all the time in the world, I was left alone with my thoughts. Lying on the hospital bed, that’s when it hit me — what was I really doing with my life?

One sleepless night, tears streamed down my face as I confronted the truth I had been ignoring: I wasn’t living life on my terms. I wasn't being there for my family.

It was my wake-up call.

Within a year, I quit my job to go solo.

Project Management was my strength. So, I started helping others pass the PMP exam, using brain-friendly strategies I had mastered for myself.

For the next 8 months, I turned my notes into blog posts. I worked tirelessly, sold my house to stay afloat, and tried to build something out of nothing.

Yet, nothing seemed to work.

And then, I found Amazon.

I converted some of my blog posts into a book and self-published on Amazon. 

To my surprise, it became a #1 bestseller across 3 categories.

I went from chasing clients to clients chasing me — ready to pay hundreds of dollars for my coaching.

And that’s when I learned an important lesson: 

>> Building your authority is the fastest way to grow.

In 2017, I took it a step further. I started posting daily on social media — content aimed at helping project managers.

By 2019, I launched my first online course.

So far, I've:

- Written 623+ articles with over 1.3 million reads
- Published 21 books (17 on Amazon, with multiple bestsellers)
- Written over 3879+ social media posts
- Coached and taught over 6,200 students
- Created 8 online courses

Every single day, I learn new ways to reach and help more people.

I built my businesses from scratch by building authority online. And if you're an expert in your field, you can do the same.

Here’s how:

- Build your online presence
- Write content on LinkedIn & your blog
- Convert your expertise into a book (instant authority)

It’s simple once you know the steps. I’ve made tons of mistakes, learned from the best, and built systems that can help anyone grow fast.

If you’re ready to scale your authority and attract endless opportunities, I’m here to guide you.

Reach me: https://linktr.ee/shivshenoy

Resources - 
👉 How to write a book > https://geni.us/kindleseries
👉 PMP Study Books > https://www.amazon.com/dp/B074CGM4DB
👉 Free PMP exam course > https://bit.ly/pmp-nl

Niche Authority Coach, PMP Coach & Founder

Under this Specialized Education Provider entity, Shiv coaches PMP aspirants to pass the exam in the shortest possible time while enjoying the preparation for long-term retention. 
Shiv also helps people build their Authority (a step ahead of Personal Brand) in their field, to attract unlimited growth opportunities. This he does primarily by helping them write about what they do, on social media, blog, and through their own book!

https://www.simplifiededucationsystems.com
https://www.pmexamsmartnotes.com

12 years ago, I walked away from a cushy corporate job.

The decision wasn’t impulsive.
It was made from a hospital bed, recovering from burnout.

5-hr work commute. 16-hr days.
Multiple projects across 3 time zones.
I was hardly present for my wife and our two little kids.

On most weekdays I didn’t see my kids at all.
I left before they woke up, returned after they had slept.
Even Sundays were often occupied by work. Forget vacations.

What hit me in that hospital room wasn’t exhaustion.

It was regret.

Careers can restart.
Childhood cannot.

That realization didn’t feel dramatic.
It felt final.

So I quit.

The early years on my own were tough.
Income was uncertain.
There were months I questioned the decision.

But slowly, life changed.

I could attend children's school events.
Take vacations without checking email every hour.
Give time whenever my family needed me.

And...
Revenue multiplied.
Freedom increased.
Purpose deepened.

The real change wasn’t emotional.

It was 𝘴𝘵𝘳𝘶𝘤𝘵𝘶𝘳𝘢𝘭.

When expertise becomes an asset,
it creates income 𝘢𝘯𝘥 time together.

This doesn’t require quitting tomorrow.

It requires building leverage 𝘣𝘦𝘧𝘰𝘳𝘦 you leap.


#SignalOverNoise #AuthorityShift 
--
Hi, I’m Shiv.

I work with senior professionals and founders to design their Authority Brand — turning expertise into structured, opportunity-attracting market authority through a book and LinkedIn.

Shiv Shenoy

Authority Branding for CXOs & Experts | LinkedIn Top Voice | I partner with you to shift you from a silent expert to industry authority - and unlock limitless growth.

Once you have expertise, bring in other essentials in life - like family, purpose, life - to align with work. Here's how I am working toward it.

104 five-star ratings.

No discounts. No gimmicks.

Ivan Polic & Mariana Polic’s 𝘚𝘩𝘪𝘧𝘵 𝘐𝘯𝘵𝘦𝘭𝘭𝘪𝘨𝘦𝘯𝘤𝘦 went live on 7 December 2025.

Since then, it has gathered 𝟭𝟬𝟰 𝗳𝗶𝘃𝗲-𝘀𝘁𝗮𝗿 𝗿𝗮𝘁𝗶𝗻𝗴𝘀 𝗼𝗻 𝗔𝗺𝗮𝘇𝗼𝗻.

Kindle is priced at $9.99.
Hardcover at $24.99.
No paperback.
157 pages.

One may think it shouldn't “work.”
But it did.
The book became a runaway success.

There are myths that stop many experts from writing:

– Only paperbacks sell well.
– Short books feel less valuable.
– First-time authors must price low.
– You need 300+ pages to be taken seriously.

I personally know experts who stopped writing because of just one of these wrong beliefs.

𝘚𝘩𝘪𝘧𝘵 𝘐𝘯𝘵𝘦𝘭𝘭𝘪𝘨𝘦𝘯𝘤𝘦 challenges all of that.

It took over a year for Ivan and Mariana to write this.
What I respect most is how seriously they treated the writing process.

- They tested the ideas, sequence, language.
- They worked with beta readers to refine the structure.
- They rewrote sections until the message was cohesive.

When a book is built that way, something happens.

Readers recommend it because it changes how they think.
And it shows them what to do next.

That sustains growth.

Not launch spikes.
Not pricing tricks.

Word of mouth compounds when the thinking inside the book is strong.

If you are holding back on writing your book, look closely at this example. Read it to study how it is written.

A serious book creates its own leverage.
And the market responds.

If you are a founder whose business still depends heavily on you, 𝘚𝘩𝘪𝘧𝘵 𝘐𝘯𝘵𝘦𝘭𝘭𝘪𝘨𝘦𝘯𝘤𝘦 is worth your time.

♻️ Repost to support leaders still holding back on their book.

#AuthorityShift #AuthorityBrand
--
Hi, I’m Shiv.

I work with senior professionals and founders to design their Authority Engine — turning expertise into structured, market-recognized authority through a book and LinkedIn.

This book broke many myths that stop leaders from writing their book. Read how to break them.

A book cover is not graphic design.

It is positioning in one glance.

When we were working on 𝘓𝘦𝘢𝘥 𝘓𝘦𝘴𝘴, 𝘉𝘶𝘪𝘭𝘥 𝘔𝘰𝘳𝘦, the title didn't change.

But the cover did.

Three times.

Because for a nonfiction book, the cover must do three things:

1/ Signal the core idea immediately
2/ Stand out well, even as a small thumbnail
3/ Align visually with the book’s genre and theme

The first version looked good on screen.
We did a test print.
In hand, it didn’t feel right.

The second version felt better.
But beta readers felt it wasn't serious enough.

The final cover worked because it matched the thesis.

This book is about 
- Building systems
- Escaping the hero trap
- Reducing dependency
- Creating decision clarity
- Scaling without constant intervention

The best thing I like?
Quite a few leaders are gifting 𝘓𝘦𝘢𝘥 𝘓𝘦𝘴𝘴, 𝘉𝘶𝘪𝘭𝘥 𝘔𝘰𝘳𝘦 to their teams.

PS: Reach out to Suresh MK to know how this book can help your team.

♻️ Repost this for a leader writing their nonfiction book.

#AuthorityShift #AuthorityBook
--

Hi, 👋 I’m Shiv.
I work with leaders to turn their expertise into market authority through LinkedIn presence, newsletters, and a well-positioned book.

A book cover is the first thing that your potential reader notices - it has just one job: get them to pick it up (or click on it, if online). Here's how to do it.

I wasn’t stuck.

I was starting over. Every year.

Every promotion round felt like a new interview.
Every appraisal required restating what had already been proven.

The numbers moved. The scope grew.
But my positioning reset.

I didn’t see it back then.
I meet leaders every week who still don’t.

This week’s 𝘚𝘪𝘨𝘯𝘢𝘭 𝘖𝘷𝘦𝘳 𝘕𝘰𝘪𝘴𝘦 explains why this keeps happening — and the move that makes your effort finally stack.

#SignalOverNoise #AuthorityShift 
--

Hi, I’m Shiv.

I work with senior professionals and founders to design their Authority Brand — turning expertise into structured, market-recognized authority through a book and LinkedIn.

I lost a promotion I was sure was mine. There was no drama. No visible politics. The decision just went the other way. On paper, I was strong. The wor

Open article: When Effort Resets Instead of Compounds by Shiv Shenoy • 4 min read

Success can sometimes feel smaller.

Here is why that happens.

There’s a stage where nothing is wrong.

The work is real. The trust is earned. 
Progress shows up on paper.

Yet growth starts to feel flat.
Not in results. In reach.

It’s subtle enough to ignore.

Until it isn’t.

In this edition, I unpack the hidden pattern behind that phase — and the simple shift that changes it for good.

♻️ Repost to help one leader in your network.

#AuthorityShift #AuthorityBrand
--

Hi, 👋 I’m Shiv.
I work with CXOs & founders to turn their expertise into market-authority through their books and LinkedIn presence.

There’s a phase in a serious career where everything looks intact. Performance is strong. Trust has been earned. Compensation reflects responsibility.

Open article: Why Visibility Plateaus for Experts by Shiv Shenoy • 3 min read

I’ve written over 2,563 LinkedIn posts for myself and for clients.

Across founders, CXOs, experts.
Operators building serious work.

Some of those posts didn’t just get attention. 
They changed careers and built businesses.

There’s one pattern I’ve noticed.

Posts don’t convert because of topics.
They convert because of 𝘵𝘦𝘯𝘴𝘪𝘰𝘯.

Most people start with:
“Write about leadership.”
“Write about growth.”
“Write about visibility.”

That produces noise.

Strong posts begin with 𝘧𝘳𝘪𝘤𝘵𝘪𝘰𝘯.

- Speed vs judgment.
- Growth vs discipline.
- Visibility vs credibility.
- Control vs scale.

When there is tension, readers lean in.
Because they are living that tension already.

Your audience doesn’t want information.
They want 𝘳𝘦𝘴𝘰𝘭𝘶𝘵𝘪𝘰𝘯.

So before writing anything, ask:

- What decision is this person struggling with?
- What trade-off are they sitting on?
- What pressure are they not saying out loud?

That’s where conversion starts.

Not in topics. 
In tension.


♻️ Repost to help someone move from content to authority.

#AuthorityShift #BuildAuthorityBrand
--

Hi, 👋 I’m Shiv.
I partner with senior professionals and founders to design their Authority Brand — turning expertise into structured, opportunity-attracting market authority through a book and LinkedIn presence.

Most people write about topics, but the LinkedIn posts that convert well focus on resolving a tension of their readers.

Good judgment doesn’t get ignored.

At times, it's just remembered too late.

I keep seeing this with senior leaders and experts who are deeply trusted.

Their experience is proven.
Their judgment is respected.
Their intent is never in doubt.

And yet, they are often invited 𝗮𝗳𝘁𝗲𝗿 the direction is already set.

By the time they are looped in, the real decision has quietly happened.
What’s needed then is execution help or course correction, not thinking.

This isn’t about authority or politics.
𝘐𝘵’𝘴 𝘢𝘣𝘰𝘶𝘵 𝘩𝘰𝘸 𝘵𝘩𝘦 𝘩𝘶𝘮𝘢𝘯 𝘣𝘳𝘢𝘪𝘯 𝘸𝘰𝘳𝘬𝘴 𝘶𝘯𝘥𝘦𝘳 𝘱𝘳𝘦𝘴𝘴𝘶𝘳𝘦.

We recall what is recent, visible, and emotionally charged.
Not what is most accurate.

I unpacked this pattern in this week’s 'Signal Over Noise', using a simple mental model that explains why good judgment so often arrives too late — and what actually changes that.

♻️ Repost to help someone who keeps getting called in after the choice is made.

Follow Shiv Shenoy for practical clarity on how authority actually works.
--

Hi, 👋 I’m Shiv.
I work with CXOs & founders to turn their expertise into market-authority through their books and LinkedIn presence.

Last week, I had a positioning call with a senior leader who has decided to write her book. The conversation centered on her journey and decades of ex

Open article: Availability Beats Accuracy by Shiv Shenoy • 4 min read

Writing the book is not the hard part.

Knowing what goes where is.

Leaders I worked with don’t struggle to write the book.
They find it harder to come up with 𝘣𝘰𝘰𝘬'𝘴 𝘴𝘵𝘳𝘶𝘤𝘵𝘶𝘳𝘦.

Authors tend to begin expanding insights - before defining reader's journey to a transformation.

The result is predictable:

- Concepts repeat across chapters
- Detours that feel intelligent but distract
- Book's promise that weakens chapter by chapter

A book is not a collection of thoughts and ideas.
It is a designed progression towards a transformation.

This is why we build the skeleton first.
Using 𝗮 𝗺𝗶𝗻𝗱 𝗺𝗮𝗽.

Not for detail. That comes much later.
For direction.

The mind map clarifies:

- What changes for the reader
- In what sequence that change unfolds
- Which core sections deliver each promise

Just two levels are usually enough:

1/ The chapter sequence.
2/ The core sections inside each chapter.

This is not easy work. It demands clear thinking.
But it saves authors from many traps later.

Once the structure is clear, writing becomes expansion.
Without it, writing becomes endless rearranging.

Fix the structure first.
Then let the words do their job.

If you are serious about building authority through a book, not just publishing one, we should talk.

♻️ Repost to help an expert share their brilliance as a book.
Follow Shiv Shenoy to build your authority brand.

#AuthorityShift #AuthorityBrand
--

Hi, 👋 I’m Shiv.
I work with CXOs & founders to turn their expertise into market-authority through their books and LinkedIn presence.

If you are struggling with your book, it's likely the structure issue. Here's how to fix it.

He wrote one LinkedIn post.

And received 3 consulting requests.

Last week, I met a senior exec who’s starting to write again.

He shared a simple observation about an industry trend on the post.
No big storytelling.
No “strategy thread.”
No viral numbers to brag about.

But three companies reached out.
Not because the post was perfect.
Because it made his 𝘵𝘩𝘪𝘯𝘬𝘪𝘯𝘨 𝘧𝘪𝘯𝘥𝘢𝘣𝘭𝘦.

This is the part most people miss.

LinkedIn is not only a stage.
It’s a 𝘥𝘪𝘴𝘤𝘰𝘷𝘦𝘳𝘺 𝘦𝘯𝘨𝘪𝘯𝘦.

The right people don’t always “like.”
They screenshot.
They forward it internally.
Then they reach out when the timing is right.

I’ve built two businesses largely because of this exact dynamic on LinkedIn.

If this feels worth testing, here’s a simple way to do it this weekend.

1. Pick one trend that matters right now.
2. Write one clear take on it.
3. Add one real example you’ve seen.
4. Name one implication leaders will face next.
5. End with one question you’re still thinking about.

Post it.
Then do this for 6 weeks.

1-2 posts a week is enough.
It could be a trend, an insight, a win, a lesson learned.

The goal is not “content.”
The goal is becoming the person whose thinking shows up.

When that happens, opportunities can arrive surprisingly.


#AuthorityShift #AuthorityBrand
--

Hi, 👋 I’m Shiv Shenoy.
I work with CXOs & founders to turn their expertise into market-authority through their books and LinkedIn presence.

Don't let lack of engagement stop you from posting on LinkedIn. The decision makers usually don't engage with your post, but when time is right they'll come to you pre-sold.

Standing in front of this mural yesterday, I kept looking at the old storefronts.

It reminded me of the street I grew up on.

Rows of small shops.
Including ours.

Back then, businesses weren’t built on energy alone.

They had systems.
Supply chains. Distribution. Routines.

Word-of-mouth travelled slowly, but steadily.

Today, most solopreneurs build on hustle.

Posting. Shipping. Selling. Creating. Every day.

There’s nothing wrong with hustle.
It gets you started.

But hustle doesn’t compound well.

At some point, authority needs structure.
A way for your thinking to travel without you pushing it daily.

For me, that became writing.
For some clients, one well-placed book.
For others, a newsletter that quickly builds recall.

Less motion.
More design.

The goal isn’t to work harder.
𝗜𝘁’𝘀 𝘁𝗼 𝗯𝘂𝗶𝗹𝗱 𝗮𝘀𝘀𝗲𝘁𝘀 𝘁𝗵𝗮𝘁 𝗰𝗼𝗻𝘁𝗶𝗻𝘂𝗲 𝘄𝗼𝗿𝗸𝗶𝗻𝗴, 𝗲𝘃𝗲𝗻 𝘄𝗵𝗲𝗻 𝘆𝗼𝘂 𝘀𝘁𝗲𝗽 𝗮𝘄𝗮𝘆.

♻️ Repost to help an expert build their brand assets.
Follow Shiv Shenoy for clarity on building authority that lasts.

--

Hi, 👋 I’m Shiv.
I work with CXOs & founders to turn their expertise into market-authority through their books and LinkedIn presence.

#AuthorityShift

Hustle is ok to get started, but only systems and assets build your brand and help you grow faster.

1.44 pm. I walked out of the gym.

I had no clue what was about to happen.

This happened yesterday.

I crossed the walkway, stepped over the kerb, took off my shoes, and stepped onto the grass patch. Walking barefoot for 10 minutes had become a routine.  

After walking a bit, I chose the tree with the widest branches and sat down. 

A few minutes later, I heard a buzz. 

I turned my head to the right, trying to locate the sound. "Is that a bunch of insec… whoa. A swarm of bees!"

“Okay. Stay calm. Wear the shoes. Pick the mat. Walk out. It’ll be fine.”
That was my instinctive thought.

Few seconds later, the stings began landing on my face. That 'stay calm thought' panicked along with the rest of me. I threw everything aside and ran toward the gym building, waving my hands around my face and head, trying to keep the bees away.

As I entered, the security guard pushed the gym ledger toward me.

“Bee attack! Bee attack!” I shouted.

His eyes widened.
He pulled back the ledger, closed it, and held it like a weapon.

“Hit them!” I shouted, still waving my hands around my head.

One bee stung my left eye.

I closed my eyes.
The stings kept coming.
What's taking him time?

I opened the other eye to check. 
He was circling me in like in a strange ceremonial dance, ledger raised high, searching for an angle that wouldn’t involve hitting me.

At that moment, we both realized that the bees had a new target.

Him.

He threw away the ledger, shouted "Sir, go to the restroom and close the door," and darted down the corridor.

I locked myself in, splashed water on my face and noticed a bunch of barbed stingers sticking out of my face. 

In under 30 seconds, I had gone from a peaceful monk under a tree to a wounded soldier.

--

"This will sting a bit," said the nurse in the ER, preparing the injections.

𝘈𝘳𝘦 𝘺𝘰𝘶 𝘬𝘪𝘥𝘥𝘪𝘯𝘨 𝘮𝘦? I thought. She looked confused seeing the smile on my swollen face.

I looked around. 

A whiteboard showed the day's count. 

Patient count: 20
Admissions: 2

𝘛𝘩𝘢𝘵'𝘴 𝘢 10% 𝘤𝘰𝘯𝘷𝘦𝘳𝘴𝘪𝘰𝘯 𝘳𝘢𝘵𝘦, the marketer in me calculated. 
𝘗𝘭𝘦𝘢𝘴𝘦 𝘎𝘰𝘥, 𝘥𝘰𝘯'𝘵 𝘮𝘢𝘬𝘦 𝘮𝘦 𝘢𝘥𝘮𝘪𝘴𝘴𝘪𝘰𝘯 #3.

"Lie down for 20 mins. If you don't feel swelling in the throat, breathing difficulty, or dizziness, you're free to go home," she said.

Lying on the ER bed, I couldn't stop thinking: 

- What if this happened while on a trek in the forest?
- What if many many more of them had stung me?
- How lucky I was to reach the restroom in time, and remove venomous barbs?

Anything could have happened in that minute.

That was a strong realization.

We may carry titles, degrees, wins, and accomplishments.
But things can change in minutes.

That realization humbles you.
If you're doing the right things.
If you're living your purpose.

That clarity gave me a renewed sense of purpose. 
I feel it strongly right now and hope to keep it front and center.

PS: Have you had a moment of clarity like this? 
Please share in the comments.

Life can change any minute. Live your purpose.

This week made something clear.

Leaders are tired of heroics.

Six days ago, 𝘓𝘦𝘢𝘥 𝘓𝘦𝘴𝘴, 𝘉𝘶𝘪𝘭𝘥 𝘔𝘰𝘳𝘦 went live.
Written by Suresh MK from decades of lived experience.

It has already crossed 230 copies.

But what stood out wasn’t the number.
It was who picked it up.

IT leaders, government teams, educational leaders, chartered accountants.
Different roles. Same pattern.

The drain of being the one who must decide everything.
Approve everything. Fix everything.

Suresh didn’t write a motivational book.
He wrote a 𝘴𝘵𝘳𝘶𝘤𝘵𝘶𝘳𝘢𝘭 one.

It’s for leaders who want:

- Clear ownership without hovering.
- Fewer loops before decisions move.
- Teams that move without escalation.
- Systems that hold under pressure.

It is practical and grounded.

Grab your copy here: geni[dot]us/suresh-book

What I appreciated most wasn’t only the writing.
It was how seriously Suresh treated the launch.

A book is not a milestone.
It is a 𝘭𝘦𝘷𝘦𝘳.

Used well, it changes how a leader is seen.

♻️ Repost to support leaders choosing systems over heroics.
Follow Shiv for practical ways to build authority through structure.

#AuthorityShift #AuthorityBrand
--

Hi, 👋 I’m Shiv.
I work with CXOs & founders to turn their expertise into market-authority through their books and LinkedIn presence.

Low likes on your posts maynot be a bad thing.

Most people read without reacting.

They do not like.
They do not share.
They do not comment.

They just 𝘯𝘰𝘵𝘪𝘤𝘦.

Then one day, a message arrives.

“I’ve been following for months.”
“I saved a bunch of your posts.”
“Can we talk?”

This is why “small numbers” can still create real opportunities.

Public engagement is a noisy signal - still a signal.
But private trust is the real one.

Here is what usually happens when posts convert with low reach:

- The writing is for decision-makers.
- Decision-makers do not perform online.
- They decide quietly, then reach out.

This matches my own experience.

Around 80% of my clients were quiet readers first.
They read for months.
Then they reached out.

One client was able to hire a senior leader because that person had been reading her LinkedIn posts for a while - and actually wanted to work with her.

So if a post gets fewer likes this week, it may still be doing its real work.

Instead of changing your style, stay in conversation with your readers.
It may already be reaching the right people,
in the way they actually read.

♻️ Repost to help one person trust their process. 

--

Hi, 👋 I’m Shiv.
I work with CXOs & founders to turn their expertise into market-authority through their books and LinkedIn presence.

Lower LinkedIn read doesn't always mean lower impact. If your reach is down but conversations are better, nothing is broken. Keep going.

Visibility feels unpredictable.

Some weeks it spikes.
Some months it disappears.
For many capable professionals, it feels random.

It isn’t.

What looks like inconsistency is usually the absence of structure.

Work is being done.
Results are being delivered.
But the thinking behind the work isn’t organized into signal.

Visibility without structure creates noise.
Structure without visibility creates obscurity.

Authority grows when 𝘣𝘰𝘵𝘩 𝘴𝘺𝘴𝘵𝘦𝘮𝘴 𝘢𝘭𝘪𝘨𝘯.

That’s when recognition stops depending on mood,
and starts depending on design.

♻️ Repost for one person doing strong work that deserves visibility.
Follow Shiv Shenoy for clear thinking on building structured authority.

#AuthorityShift #AuthorityBrand
--
Hi, I’m Shiv.

I work with senior professionals and founders to design their Authority Engine — turning expertise into structured, market-recognized authority through a book and LinkedIn.

Many experts think that being good at what they are automatically gets them noticed. This post explains why it fails and what to do instead.

Two engines build authority.

But only one compounds.

In 2020, I decided to write on LinkedIn.

But not without a problem.

I had already published tens of books.
Written hundreds of articles.

Still, it took me over an year to start.

When I finally did, I posted daily.
I was consistent. I was serious.

From the outside, it looked solid.
Inside, I was tense. 

The posts were fine. But they weren’t spreading. 
They weren’t being repeated. They weren’t changing how people saw me.

And that’s the difference.

Because real authority is simple: people remember your words, repeat your ideas, and trust your thinking without being reminded.

That wasn’t happening yet.

𝗜𝘁 𝘁𝗼𝗼𝗸 𝗺𝗲 𝘆𝗲𝗮𝗿𝘀 𝘁𝗼 𝘂𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱 𝘄𝗵𝘆.

It wasn’t strategy, consistency, or content quality.

It was something simpler. Subtler.

In this week’s 𝘚𝘪𝘨𝘯𝘢𝘭 𝘖𝘷𝘦𝘳 𝘕𝘰𝘪𝘴𝘦, I unpack the hidden driver behind authority that compounds — and why most senior leaders unknowingly cap their own growth.

Read The Explorer and The Fugitive, and let me know what you think, in comments.

♻️ Repost to help a leader stuck at low visibility.

#AuthorityShift #SignalOverNoise
--

Hi, 👋 I’m Shiv.
I partner with senior professionals and founders to design their Authority Brand — turning expertise into structured, opportunity-attracting market authority through a book and LinkedIn presence.

In 2020, I decided to write on LinkedIn. It would take me almost 18 months to actually begin. For six of those months, I only read. I studied what oth

Open article: The Explorer and The Fugitive by Shiv Shenoy • 5 min read

“By the time I’m asked, it’s already decided.”

I see this pattern often.

The discussion looks open.
People share views.
Agreement begins to form.

Then, once that agreement settles, someone says,
“Can you help execute this?”

That’s the moment.

You’re being invited 𝘢𝘧𝘵𝘦𝘳 alignment.

At that stage, the decision isn’t being shaped anymore.
It’s being supported.

This isn’t about competence.
It isn’t about trust, either.

Your judgment is respected.
It’s just entering the process too late.

Experts who 𝘢𝘳𝘦𝘯’𝘵 𝘳𝘦𝘤𝘰𝘨𝘯𝘪𝘻𝘦𝘥 𝘧𝘰𝘳 𝘵𝘩𝘦𝘪𝘳 𝘣𝘳𝘢𝘯𝘥 face this.
They end up reacting instead of influencing.
They’re involved in everything, yet rarely early enough to matter.

This is the real frustration for them.
Not authority. 
Timing.

If this keeps happening, the next move is not “speak up more.”
It’s making your thinking show up earlier, before agreement hardens.


♻️ Repost to help one senior leader recognize this pattern earlier.
Follow Shiv Shenoy for practical clarity on how authority actually works.
--

Hi, 👋 I’m Shiv.
I work with CXOs & founders to turn their expertise into market-authority through their books and LinkedIn presence.

If you're called only when things go wrong, and never to shape/design them in the first place, your skill is never an issue. It's just that you need to share your thinking in the open - and be on top of their mind with your value.

I’ve waited years for a book like this.

I realized that in my conversation with Suresh MK.

On our very first call, I could see his decades of leadership experience trying to find the right shape.

Not ideas.
𝘗𝘢𝘵𝘵𝘦𝘳𝘯𝘴.

Initially the working title was 𝘐𝘵 𝘐𝘴 𝘞𝘩𝘢𝘵 𝘐𝘵 𝘐𝘴.
The same name as his newsletter.
Familiar. Comfortable.

But as the manuscript took form, it stopped feeling honest enough.

We changed the title.
Then the cover.
Then changed it again.

We even printed the book before the manuscript was ready.
Just to see if how it read with book in hand.

What stayed consistent through all of this was his thinking.

Despite constant work travel and responsibilities,
the writing never lost its sharpness.

His recent Kailash Yatra found its way into the book.
As a grounded comparison between the stages of that journey and the stages of leadership.

This book brings a rare mix of endurance, judgment, 
and restraint to the way leadership is described.

𝘓𝘦𝘢𝘥 𝘓𝘦𝘴𝘴, 𝘉𝘶𝘪𝘭𝘥 𝘔𝘰𝘳𝘦 is now on pre-order,
at the lowest price it will ever be.

If work slows unless you’re involved,
this is a book you’ll recognize yourself in.

Check it out: geni[dot]us/suresh-book

♻️ Repost this to help a leader carrying too much.

--

Hi, 👋 I’m Shiv.
I work with CXOs & founders to turn their expertise into market-authority through their books and LinkedIn presence.

When you choose to create your authority branding assets, they'll work for you 24x7.

Authority rarely collapses loudly.

It erodes slowly in language.

Small phrases.
Soft qualifiers.
Uncertain tones.

Nothing dramatic.
Just subtle dilution.

In private rooms, thinking may be sharp.

But in written form, it often becomes smaller.

Language signals 𝘱𝘰𝘴𝘪𝘵𝘪𝘰𝘯𝘪𝘯𝘨.

“I think…”
“I’m not an expert, but…”
“I’ll try…”

These aren’t humble.

They’re invisible.

Markets don’t judge intent.
They interpret signal.

And signal... compounds.

Upgrade language,
and perception shifts.

Upgrade perception,
and authority compounds.

The attached sheet shows simple swaps.
To align with your value that's already present.

Because, visibility is simply about how clearly conviction travels.


♻️ Repost for one person whose language should match their capability.

#AuthorityShift #AuthorityBrand
--
Hi, I’m Shiv.

I work with senior professionals and founders to design their Authority Engine — turning expertise into structured, market-recognized authority through a book and LinkedIn.

Our language builds perception. Perception helps build authority. Fix the phrases, and improve authority. Here is how.

An empty chair changed Amazon.

It changed my writing too.

In the early days of Amazon, Jeff Bezos kept an empty chair in meetings.

It represented the customer.

When discussions drifted into internal politics or clever strategy, someone would point to the chair and ask,
“What would the customer think?”

The chair wasn’t decoration.
It was discipline.

Around 2014, when I began writing my first book, I borrowed that idea.

I placed an empty chair in front of me.

Not symbolically.
Physically.

Before writing a chapter, I would imagine my ideal reader sitting there. 
Someone stuck. Someone capable. 
Someone trying to solve a real problem.

If a paragraph didn’t move the reader forward, I rewrote it.
If a section felt intelligent but unnecessary, I deleted it.
If a line felt clever instead of clear, I changed it.

The chair forced clarity.

It kept the book from becoming a collection of insights.
It had to remain a guided movement.

That one practice changed how I write.

And it’s something I now insist my clients do when writing their books.

Not because it sounds profound.
Because it prevents dilution.

Most books fail in one way.

They 𝘥𝘳𝘪𝘧𝘵.

They expand beyond their promise.
They try to impress instead of serve.

The empty chair helps solve that.

It keeps the promise visible.
It keeps the reader central.
It keeps the writing honest.

A book that respects the chair earns something powerful.

𝘛𝘳𝘶𝘴𝘵.

And trust compounds faster than marketing ever will.

♻️ Repost to help a leader stuck writing their book.
Follow Shiv Shenoy for simple approaches to writing books that build authority.

#AuthorityShift #AuthorityBrand
--

Hi, 👋 I’m Shiv.
I partner with senior professionals and founders to design their Authority Brand — turning expertise into structured, opportunity-attracting market authority through a book and LinkedIn presence.

90% authors tend to dilute their book - not intentionally though. I use a technique to avoid it. Works 100% of the time.

Many capable professionals treat content like confetti.

A post here.
An article there.
Nothing connected.

Then they wonder why visibility never compounds.

The experts whose ideas spread widely rarely work this way.

They build 𝘃𝗶𝘀𝗶𝗯𝗶𝗹𝗶𝘁𝘆 𝗶𝗻 𝗹𝗮𝘆𝗲𝗿𝘀.

And the order is often misunderstood.

Most people start with short posts and hope something grows.

The stronger approach is the opposite.

Start with the end.

𝗦𝘁𝗲𝗽 𝟭: 𝗣𝗹𝗮𝗻 𝗳𝗼𝗿 𝘁𝗵𝗲 𝗯𝗼𝗼𝗸.

A book does something short posts cannot do easily.
It compresses years of thinking into a single signal of credibility.

With a book representing you, doors open faster than anything else. 

𝗦𝘁𝗲𝗽 𝟮: 𝗦𝘁𝗮𝗿𝘁 𝘄𝗿𝗶𝘁𝗶𝗻𝗴 𝗼𝗻 𝗟𝗶𝗻𝗸𝗲𝗱𝗜𝗻 

- Test your ideas and concepts for the book.
- Write these posts to make the thinking visible.
- They help the market recognize the voice.

You build your audience as your book takes shape.

Once that traction exists, something else becomes important.

Ownership.

𝗦𝘁𝗲𝗽 𝟯: 𝗡𝗼𝘄, 𝘀𝘁𝗮𝗿𝘁 𝗮 𝗻𝗲𝘄𝘀𝗹𝗲𝘁𝘁𝗲𝗿.

Newsletter move the relationship off the algorithm.

- It gives direct access to potential readers.
- Space for deeper thinking and nurturing.
- It's a place where trust compounds.

When you book is ready, you now have readers ready to lap it up.

And all good things start from this point.

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Seen this way, content isn’t random output.

It’s a structure.

- A book anchors credibility, opens opportunities.
- LinkedIn creates recognition, attracts readers.
- Newsletter deepen trust, converts faster.

When those layers align, visibility stops feeling unpredictable.

It starts compounding.

That’s the structure behind what I call the Authority Engine.

♻️ Repost for a leader doing strong work but treating visibility randomly.
Follow Shiv Shenoy to build structured authority.

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Hi, 👋 I’m Shiv.
I partner with senior professionals and founders to design their Authority Brand — turning expertise into structured, opportunity-attracting market authority through a book and LinkedIn presence.

If you're not seeing results from your content, this post shows how to do is strategically - so each content compounds.

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The Battle

Anas Riad

Shiv Shenoy, PMP

Followers

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Performance ScoreAnas Riad's LinkedIn Performance

Performance ScoreShiv Shenoy, PMP's LinkedIn Performance

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taplio

The Battle

Anas Riad

Shiv Shenoy, PMP

Followers

Posts

Engagements

Likes

Performance Score.css-goub6s{font-size:var(--chakra-fontSizes-md);font-weight:500;color:var(--chakra-colors-gray-600);display:block;margin-top:var(--chakra-space-1);}Anas Riad's LinkedIn Performance

Performance ScoreShiv Shenoy, PMP's LinkedIn Performance

Ready to grow your LinkedIn presence?

Performance ScoreAnas Riad's LinkedIn Performance