JohnPeter Mwangi Mukuha
@mwangimukuha94.bsky.social
Data Science, Agribusiness, Writer, Avid reader, Curious, Walks
Pinned
GitHub - JPMwangi/data-for-impact: A toolkit for turning local datasets (e.g. KNBS reports) into actionable data narratives using clear, reproducible methods.
A toolkit for turning local datasets (e.g. KNBS reports) into actionable data narratives using clear, reproducible methods. - JPMwangi/data-for-impact
github.com
5/5:
🔗 Check out the repo:
github.com/JPMwangi/dat...
Open, evolving, and designed to scale across projects.
#DataScience #Github #DataAnalysis #Data #KNBS #Analytics #Opensource
🔗 Check out the repo:
github.com/JPMwangi/dat...
Open, evolving, and designed to scale across projects.
#DataScience #Github #DataAnalysis #Data #KNBS #Analytics #Opensource
Data analysis is a necessary cost center. Excellent. Now, where is the profit center?
November 4, 2025 at 4:23 PM
Data analysis is a necessary cost center. Excellent. Now, where is the profit center?
Impressive work....
I built a RAG (Retrieval-Augmented Generation) chatbot using Ollama and ChromaDB to create a fully local, private AI assistant. It can answer questions about any set of documents you provide.
github.com/sneakerfish/...
#AI #LLM #OpenSource #Python #RAG
github.com/sneakerfish/...
#AI #LLM #OpenSource #Python #RAG
GitHub - sneakerfish/rag_chatbot: Demonstrate a RAG Chatbot that can first ingest a set of PDFs and then answer questions about them using a web based chatbot.
Demonstrate a RAG Chatbot that can first ingest a set of PDFs and then answer questions about them using a web based chatbot. - sneakerfish/rag_chatbot
github.com
September 3, 2025 at 3:35 PM
Impressive work....
Reposted by JohnPeter Mwangi Mukuha
Never judge a book by its cover!
August 9, 2025 at 3:58 PM
Never judge a book by its cover!
Good evening sufferers! How was your day? This post should open your eyes to how 'suffering' is imaginary and in our minds.
A real thought!
August 4, 2025 at 7:26 PM
Good evening sufferers! How was your day? This post should open your eyes to how 'suffering' is imaginary and in our minds.
📊 Most data work fails quietly.
Not because it's wrong — but because it's disconnected from decision-makers.
Not because it's wrong — but because it's disconnected from decision-makers.
July 28, 2025 at 7:33 PM
📊 Most data work fails quietly.
Not because it's wrong — but because it's disconnected from decision-makers.
Not because it's wrong — but because it's disconnected from decision-makers.
For anyone looking to level up their thinking, Naval's Substack is a must-read. He's truly one of my favorite icons.
Naval's Archive navalsarchive.substack.com?r=1v6pf0&utm...
Naval's Archive navalsarchive.substack.com?r=1v6pf0&utm...
Naval's Archive | Substack
Naval's writings, explained. Click to read Naval's Archive, a Substack publication with tens of thousands of subscribers.
navalsarchive.substack.com
July 21, 2025 at 7:56 PM
For anyone looking to level up their thinking, Naval's Substack is a must-read. He's truly one of my favorite icons.
Naval's Archive navalsarchive.substack.com?r=1v6pf0&utm...
Naval's Archive navalsarchive.substack.com?r=1v6pf0&utm...
A real thought!
June 23, 2025 at 1:03 PM
A real thought!
🧠 How do you turn a national housing report into something actionable for lenders?
I just published a breakdown of blind spots SACCOs might be missing — all rooted in KNBS real estate data.
🔗 jpmwangimukuha.blogspot.com/2025/06/real...
#KNBS #DataWork #SACCOs #RealEstateKE #SignalAndNoise
I just published a breakdown of blind spots SACCOs might be missing — all rooted in KNBS real estate data.
🔗 jpmwangimukuha.blogspot.com/2025/06/real...
#KNBS #DataWork #SACCOs #RealEstateKE #SignalAndNoise
What SACCOs Might Be Missing: Data-Driven Risks in Kenya’s Real Estate Finance
What the 23/24 Real Estate Report say about SACCO lending blind spots, housing liquidity risks, and strategy for Kenya’s housing finance.
jpmwangimukuha.blogspot.com
June 23, 2025 at 12:58 PM
🧠 How do you turn a national housing report into something actionable for lenders?
I just published a breakdown of blind spots SACCOs might be missing — all rooted in KNBS real estate data.
🔗 jpmwangimukuha.blogspot.com/2025/06/real...
#KNBS #DataWork #SACCOs #RealEstateKE #SignalAndNoise
I just published a breakdown of blind spots SACCOs might be missing — all rooted in KNBS real estate data.
🔗 jpmwangimukuha.blogspot.com/2025/06/real...
#KNBS #DataWork #SACCOs #RealEstateKE #SignalAndNoise
🧵 (1/5): Real Estate x SACCOs x Data Blind Spots
Kenya’s SACCOs are powering homeownership—but the latest data shows they might be underestimating key risks in real estate lending.
Why does this matter? New KNBS data tells the story.
Kenya’s SACCOs are powering homeownership—but the latest data shows they might be underestimating key risks in real estate lending.
Why does this matter? New KNBS data tells the story.
June 17, 2025 at 12:46 PM
🧵 (1/5): Real Estate x SACCOs x Data Blind Spots
Kenya’s SACCOs are powering homeownership—but the latest data shows they might be underestimating key risks in real estate lending.
Why does this matter? New KNBS data tells the story.
Kenya’s SACCOs are powering homeownership—but the latest data shows they might be underestimating key risks in real estate lending.
Why does this matter? New KNBS data tells the story.
1/5
Most local datasets in Kenya — like those from KNBS — are stuck in PDFs, hard tables, or technical formats.
📊 The data is there. But the story? Hidden.
Most local datasets in Kenya — like those from KNBS — are stuck in PDFs, hard tables, or technical formats.
📊 The data is there. But the story? Hidden.
May 30, 2025 at 7:23 AM
1/5
Most local datasets in Kenya — like those from KNBS — are stuck in PDFs, hard tables, or technical formats.
📊 The data is there. But the story? Hidden.
Most local datasets in Kenya — like those from KNBS — are stuck in PDFs, hard tables, or technical formats.
📊 The data is there. But the story? Hidden.
1/ Kenya’s AI strategy aims for African tech leadership. Bold, but can ambition match current capacity? #KenyaAI #AfricaTech
May 17, 2025 at 8:09 AM
1/ Kenya’s AI strategy aims for African tech leadership. Bold, but can ambition match current capacity? #KenyaAI #AfricaTech
Ever wondered if your data projects actually make a difference? 🤔 It’s easy to get lost in the technical details, but real impact comes from how we help people. In my latest article, I share how to shift from just building to truly serving your audience.
👉 Read here: www.linkedin.com/pulse/what-y...
👉 Read here: www.linkedin.com/pulse/what-y...
What If You Built Data Projects That Actually Helped People?
One data project per week — real, useful, and built to support decisions that actually matter.
www.linkedin.com
May 9, 2025 at 12:55 PM
Ever wondered if your data projects actually make a difference? 🤔 It’s easy to get lost in the technical details, but real impact comes from how we help people. In my latest article, I share how to shift from just building to truly serving your audience.
👉 Read here: www.linkedin.com/pulse/what-y...
👉 Read here: www.linkedin.com/pulse/what-y...
This one is AMAZING!
May 9, 2025 at 11:57 AM
This one is AMAZING!
1/5
Most data portfolios are full of Titanic projects and dashboard fluff.
Looks good. Helps no one.
I’ve done it too. But now?
I'm done with all that.
Most data portfolios are full of Titanic projects and dashboard fluff.
Looks good. Helps no one.
I’ve done it too. But now?
I'm done with all that.
May 9, 2025 at 11:49 AM
1/5
Most data portfolios are full of Titanic projects and dashboard fluff.
Looks good. Helps no one.
I’ve done it too. But now?
I'm done with all that.
Most data portfolios are full of Titanic projects and dashboard fluff.
Looks good. Helps no one.
I’ve done it too. But now?
I'm done with all that.
🧵1/5
Data portfolios aren’t just “extra credit” anymore.
They’re the real job interview.
👀 Hiring managers now judge your skills before you speak.
New post:
What Companies Look for in a Data Portfolio
🔗 jpmwangimukuha.blogspot.com/2025/05/what...
Data portfolios aren’t just “extra credit” anymore.
They’re the real job interview.
👀 Hiring managers now judge your skills before you speak.
New post:
What Companies Look for in a Data Portfolio
🔗 jpmwangimukuha.blogspot.com/2025/05/what...
May 4, 2025 at 2:58 AM
🧵1/5
Data portfolios aren’t just “extra credit” anymore.
They’re the real job interview.
👀 Hiring managers now judge your skills before you speak.
New post:
What Companies Look for in a Data Portfolio
🔗 jpmwangimukuha.blogspot.com/2025/05/what...
Data portfolios aren’t just “extra credit” anymore.
They’re the real job interview.
👀 Hiring managers now judge your skills before you speak.
New post:
What Companies Look for in a Data Portfolio
🔗 jpmwangimukuha.blogspot.com/2025/05/what...
1/6:
Most data science portfolios are just collections of models.
They’re technically sound—
but business-dead. 🧵
Most data science portfolios are just collections of models.
They’re technically sound—
but business-dead. 🧵
April 9, 2025 at 11:13 AM
1/6:
Most data science portfolios are just collections of models.
They’re technically sound—
but business-dead. 🧵
Most data science portfolios are just collections of models.
They’re technically sound—
but business-dead. 🧵
Reposted by JohnPeter Mwangi Mukuha
1/5
Businesses are drowning in data but starving for insights. 📊
Without data experts, decisions are guesswork.
Here's why they matter now more than ever. ⬇️
🔗 jpmwangimukuha.blogspot.com/2025/04/why-businesses-need-data-experts-now.html
Businesses are drowning in data but starving for insights. 📊
Without data experts, decisions are guesswork.
Here's why they matter now more than ever. ⬇️
🔗 jpmwangimukuha.blogspot.com/2025/04/why-businesses-need-data-experts-now.html
The High Cost of Ignoring Data Professionals: Why Your Business Needs Them Now
Learn why ignoring data professionals costs your business. Unlock growth and smarter decisions with the right data expertise.
jpmwangimukuha.blogspot.com
April 2, 2025 at 1:26 PM
1/5
Businesses are drowning in data but starving for insights. 📊
Without data experts, decisions are guesswork.
Here's why they matter now more than ever. ⬇️
🔗 jpmwangimukuha.blogspot.com/2025/04/why-businesses-need-data-experts-now.html
Businesses are drowning in data but starving for insights. 📊
Without data experts, decisions are guesswork.
Here's why they matter now more than ever. ⬇️
🔗 jpmwangimukuha.blogspot.com/2025/04/why-businesses-need-data-experts-now.html
1️⃣ Data isn’t just numbers. It’s leverage.
Yet, many leaders treat it like an IT issue—store it, secure it, forget it.
But data isn’t about storage. It’s about power.
🔹 Why do some companies thrive on data while others drown in reports?
🧵👇
Yet, many leaders treat it like an IT issue—store it, secure it, forget it.
But data isn’t about storage. It’s about power.
🔹 Why do some companies thrive on data while others drown in reports?
🧵👇
March 31, 2025 at 8:16 PM
1️⃣ Data isn’t just numbers. It’s leverage.
Yet, many leaders treat it like an IT issue—store it, secure it, forget it.
But data isn’t about storage. It’s about power.
🔹 Why do some companies thrive on data while others drown in reports?
🧵👇
Yet, many leaders treat it like an IT issue—store it, secure it, forget it.
But data isn’t about storage. It’s about power.
🔹 Why do some companies thrive on data while others drown in reports?
🧵👇
Kenya’s Youth Job Crisis – The Data Speaks 📉🇰🇪
📌 The Reality
Youth unemployment is highest among 15-24-year-olds—but it doesn’t stop there. Many 25-34-year-olds remain stuck in unstable, low-paying work.
📌 The Reality
Youth unemployment is highest among 15-24-year-olds—but it doesn’t stop there. Many 25-34-year-olds remain stuck in unstable, low-paying work.
March 26, 2025 at 11:24 AM
Kenya’s Youth Job Crisis – The Data Speaks 📉🇰🇪
📌 The Reality
Youth unemployment is highest among 15-24-year-olds—but it doesn’t stop there. Many 25-34-year-olds remain stuck in unstable, low-paying work.
📌 The Reality
Youth unemployment is highest among 15-24-year-olds—but it doesn’t stop there. Many 25-34-year-olds remain stuck in unstable, low-paying work.
1/
Framing vs. Truth: Why Belief Wins Over Facts — and What You Can Do About It
We don’t live in a world of truth. We live in a world of frames.
And belief? It’s easier to manufacture than you think. 🧵
Framing vs. Truth: Why Belief Wins Over Facts — and What You Can Do About It
We don’t live in a world of truth. We live in a world of frames.
And belief? It’s easier to manufacture than you think. 🧵
March 24, 2025 at 8:11 AM
1/
Framing vs. Truth: Why Belief Wins Over Facts — and What You Can Do About It
We don’t live in a world of truth. We live in a world of frames.
And belief? It’s easier to manufacture than you think. 🧵
Framing vs. Truth: Why Belief Wins Over Facts — and What You Can Do About It
We don’t live in a world of truth. We live in a world of frames.
And belief? It’s easier to manufacture than you think. 🧵
🧵 1/4
Your POV (Point of View) is the new CV.
In the AI era, credentials matter less. Perspective matters more.
The way you think is becoming your strongest signal.
Your POV (Point of View) is the new CV.
In the AI era, credentials matter less. Perspective matters more.
The way you think is becoming your strongest signal.
March 14, 2025 at 12:36 PM
🧵 1/4
Your POV (Point of View) is the new CV.
In the AI era, credentials matter less. Perspective matters more.
The way you think is becoming your strongest signal.
Your POV (Point of View) is the new CV.
In the AI era, credentials matter less. Perspective matters more.
The way you think is becoming your strongest signal.
Unsupervised learning reveals the patterns nobody is looking for — from customer segments to anomalies.
Curious how this can unlock better business decisions?
You may reach out — always open to conversations on data, strategy & insights.
#AI #DataStrategy #BeyondData
Check out my latest piece 👉
Curious how this can unlock better business decisions?
You may reach out — always open to conversations on data, strategy & insights.
#AI #DataStrategy #BeyondData
Check out my latest piece 👉
Unsupervised Learning Explained: How Machines Discover Hidden Patterns in Data
How unsupervised learning helps machines uncover hidden patterns — from customer segments to fraud detection — without needing labeled data.
jpmwangimukuha.blogspot.com
March 5, 2025 at 11:38 AM
Unsupervised learning reveals the patterns nobody is looking for — from customer segments to anomalies.
Curious how this can unlock better business decisions?
You may reach out — always open to conversations on data, strategy & insights.
#AI #DataStrategy #BeyondData
Check out my latest piece 👉
Curious how this can unlock better business decisions?
You may reach out — always open to conversations on data, strategy & insights.
#AI #DataStrategy #BeyondData
Check out my latest piece 👉
Why do businesses build models if they still trust their gut?
Beyond Data explores why better systems don't always lead to better decisions.
👉🏽 www.linkedin.com/pulse/why-do...
#BeyondData #CuriosityOverCertainty
Beyond Data explores why better systems don't always lead to better decisions.
👉🏽 www.linkedin.com/pulse/why-do...
#BeyondData #CuriosityOverCertainty
Why Do Businesses Build Models If They Still Trust Their Gut?
Why do businesses build models if they still trust their gut? Exploring how data systems signal progress — without always reshaping decisions.
www.linkedin.com
March 3, 2025 at 5:45 PM
Why do businesses build models if they still trust their gut?
Beyond Data explores why better systems don't always lead to better decisions.
👉🏽 www.linkedin.com/pulse/why-do...
#BeyondData #CuriosityOverCertainty
Beyond Data explores why better systems don't always lead to better decisions.
👉🏽 www.linkedin.com/pulse/why-do...
#BeyondData #CuriosityOverCertainty