JohnPeter Mwangi Mukuha
@mwangimukuha94.bsky.social
Data Science, Agribusiness, Writer, Avid reader, Curious, Walks
Stop purchasing complexity. Purchase direction. The Executive Blind Spot, explained: jpmwangimukuha.blogspot.com/2025/11/stra...
The Final Mile of Data Analytics: Why Strategic Decisions Demand an Executive Brief.
Stop decision paralysis. Learn why a data briefing architect is the crucial final step for converting complex analysis into confident, aligned action.
jpmwangimukuha.blogspot.com
November 4, 2025 at 4:23 PM
Stop purchasing complexity. Purchase direction. The Executive Blind Spot, explained: jpmwangimukuha.blogspot.com/2025/11/stra...
The value is zero until analysis converts to action. It is important to take action to realize the potential of data analytics. We bridge that Window of Opportunity with a single, clear directive. Here is how I can help you with that: www.fiverr.com/s/o896134
www.fiverr.com
November 4, 2025 at 4:23 PM
The value is zero until analysis converts to action. It is important to take action to realize the potential of data analytics. We bridge that Window of Opportunity with a single, clear directive. Here is how I can help you with that: www.fiverr.com/s/o896134
In this post, I share how I’m now using stakeholder analysis to turn public KNBS data into targeted, action-ready briefs.
No fluff — just real steps from my weekly Data-to-MVP projects.
No fluff — just real steps from my weekly Data-to-MVP projects.
July 28, 2025 at 7:33 PM
In this post, I share how I’m now using stakeholder analysis to turn public KNBS data into targeted, action-ready briefs.
No fluff — just real steps from my weekly Data-to-MVP projects.
No fluff — just real steps from my weekly Data-to-MVP projects.
🧵 (5/5): Full Breakdown Here
This new KNBS Real Estate report gives SACCOs a wake-up call.
If you care about smart finance, lending strategy, or housing policy—read this.
📌 Full analysis:
👉 www.linkedin.com/pulse/what-s...
This new KNBS Real Estate report gives SACCOs a wake-up call.
If you care about smart finance, lending strategy, or housing policy—read this.
📌 Full analysis:
👉 www.linkedin.com/pulse/what-s...
What SACCOs Might Be Missing: Data-Driven Risks in Kenya’s Real Estate Lending
New KNBS data reveals hidden risks in SACCO real estate lending—from long off-take times to flawed yield logic. What are we overlooking?
www.linkedin.com
June 17, 2025 at 12:46 PM
🧵 (5/5): Full Breakdown Here
This new KNBS Real Estate report gives SACCOs a wake-up call.
If you care about smart finance, lending strategy, or housing policy—read this.
📌 Full analysis:
👉 www.linkedin.com/pulse/what-s...
This new KNBS Real Estate report gives SACCOs a wake-up call.
If you care about smart finance, lending strategy, or housing policy—read this.
📌 Full analysis:
👉 www.linkedin.com/pulse/what-s...
🧵 (4/5): Appraisal Anchoring = Risk
Most SACCOs still rely on old-school valuation logic.
But this ignores modern demand shifts (e.g. solar, internet) and liquidity realities.
Historical value ≠ market truth in 2025.
Most SACCOs still rely on old-school valuation logic.
But this ignores modern demand shifts (e.g. solar, internet) and liquidity realities.
Historical value ≠ market truth in 2025.
June 17, 2025 at 12:46 PM
🧵 (4/5): Appraisal Anchoring = Risk
Most SACCOs still rely on old-school valuation logic.
But this ignores modern demand shifts (e.g. solar, internet) and liquidity realities.
Historical value ≠ market truth in 2025.
Most SACCOs still rely on old-school valuation logic.
But this ignores modern demand shifts (e.g. solar, internet) and liquidity realities.
Historical value ≠ market truth in 2025.
🧵 (3/5): Gross Yield ≠ Profitability
A 2-bedroom townhouse has Kenya’s highest gross yield at 8.3%.
But yields mean nothing without accounting for vacancy, cost, and churn.
Are SACCOs overvaluing these “hot” assets?
A 2-bedroom townhouse has Kenya’s highest gross yield at 8.3%.
But yields mean nothing without accounting for vacancy, cost, and churn.
Are SACCOs overvaluing these “hot” assets?
June 17, 2025 at 12:46 PM
🧵 (3/5): Gross Yield ≠ Profitability
A 2-bedroom townhouse has Kenya’s highest gross yield at 8.3%.
But yields mean nothing without accounting for vacancy, cost, and churn.
Are SACCOs overvaluing these “hot” assets?
A 2-bedroom townhouse has Kenya’s highest gross yield at 8.3%.
But yields mean nothing without accounting for vacancy, cost, and churn.
Are SACCOs overvaluing these “hot” assets?
🧵 (2/5): Long Off-Take = Hidden Liquidity Risk
New data shows some apartments take up to 19 months to sell.
This ties up capital, reduces sale prices, and weakens SACCO loan recovery.
Still lending blindly to slow-moving assets?
New data shows some apartments take up to 19 months to sell.
This ties up capital, reduces sale prices, and weakens SACCO loan recovery.
Still lending blindly to slow-moving assets?
June 17, 2025 at 12:46 PM
🧵 (2/5): Long Off-Take = Hidden Liquidity Risk
New data shows some apartments take up to 19 months to sell.
This ties up capital, reduces sale prices, and weakens SACCO loan recovery.
Still lending blindly to slow-moving assets?
New data shows some apartments take up to 19 months to sell.
This ties up capital, reduces sale prices, and weakens SACCO loan recovery.
Still lending blindly to slow-moving assets?
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
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
May 30, 2025 at 7:23 AM
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
4/5:
This work stands for something.
We shouldn't wait for outsiders to tell us what our own data means.
Local decisions need local data—understood locally.
This work stands for something.
We shouldn't wait for outsiders to tell us what our own data means.
Local decisions need local data—understood locally.
May 30, 2025 at 7:23 AM
4/5:
This work stands for something.
We shouldn't wait for outsiders to tell us what our own data means.
Local decisions need local data—understood locally.
This work stands for something.
We shouldn't wait for outsiders to tell us what our own data means.
Local decisions need local data—understood locally.
3/5:
For data pros: it’s a workflow to extract, clean & analyze public datasets.
For decision makers: it’s how to see and use local data to inform real choices.
For data pros: it’s a workflow to extract, clean & analyze public datasets.
For decision makers: it’s how to see and use local data to inform real choices.
May 30, 2025 at 7:23 AM
3/5:
For data pros: it’s a workflow to extract, clean & analyze public datasets.
For decision makers: it’s how to see and use local data to inform real choices.
For data pros: it’s a workflow to extract, clean & analyze public datasets.
For decision makers: it’s how to see and use local data to inform real choices.
2/5:
I built an open-source method: “data-for-impact”
It's a clean, replicable process to turn raw local data into powerful, decision-ready narratives.
I built an open-source method: “data-for-impact”
It's a clean, replicable process to turn raw local data into powerful, decision-ready narratives.
May 30, 2025 at 7:23 AM
2/5:
I built an open-source method: “data-for-impact”
It's a clean, replicable process to turn raw local data into powerful, decision-ready narratives.
I built an open-source method: “data-for-impact”
It's a clean, replicable process to turn raw local data into powerful, decision-ready narratives.
Kenya’s new AI strategy isn’t just a policy paper — it’s a deliberate push to claim tech leadership in Africa. But how well can a country balance ambition with capacity, infrastructure, and real-world challenges?
jpmwangimukuha.blogspot.com/2025/05/insi...
#KenyaAI #AfricaTech #Datascience #AI
jpmwangimukuha.blogspot.com/2025/05/insi...
#KenyaAI #AfricaTech #Datascience #AI
May 17, 2025 at 8:23 AM
Kenya’s new AI strategy isn’t just a policy paper — it’s a deliberate push to claim tech leadership in Africa. But how well can a country balance ambition with capacity, infrastructure, and real-world challenges?
jpmwangimukuha.blogspot.com/2025/05/insi...
#KenyaAI #AfricaTech #Datascience #AI
jpmwangimukuha.blogspot.com/2025/05/insi...
#KenyaAI #AfricaTech #Datascience #AI
what do you mean " tips for training models on low-resource languages like Swahili"... Swahili is my mother tongue... let me check this one out.
May 17, 2025 at 8:15 AM
what do you mean " tips for training models on low-resource languages like Swahili"... Swahili is my mother tongue... let me check this one out.