Insightful Rex

I use Excel, SQL & financial modeling to break down real business problems especially in Nigerian and African markets. On this page, I share: • business analysis • financial model breakdowns • dashboards & visuals • real-world case studies • lessons from building in public

Dear Analysts, you must know this. Most dashboards fail because everything is important. Good dashboards have hierarchy: KPIs → summary Charts → explanation Tables → support If everything is loud, nothing is clear.

@TechnicalBben Very strategic move from them lol. You borrow from them, buy from them and then pay back lol.

Me as a Nigerian seeing that upwork now lends you money to buy upwork connect. After dealing with the struggles of paying back loan apps in Nigeria. Lmao 🤣

@Tech_babby Look back at your family and understand the patterns they’ve always followed. If you are doing something differently, there is a high chance you will have a different outcome from theirs.

Observe patterns in your life preventing you from being successful and deal with them early.

@her_voice76438 Keep the energy high.

@DaudaAbdullahiS 😌

Another day to learn, grind and stay focused.

Fuel price increased. Most logistics businesses increased price. But I modeled it. Result: Some routes still lose money. Why? Because pricing wasn’t based on: • cost per km • fuel sensitivity • route profitability In volatile markets, pricing must be dynamic not fixed.

Focus your energy on this subreddits: r/freelance_forhire r/VirtualAssistant4hire r/forhire Reddit isn't dry; you're just looking at the noise. Master the filter, and the jobs will find you.

1/ The Red Flags 🚩 If it says “URGENT,” "Upvote to apply," or has no clear scope, it’s karma farming. Skip it. Your time is too valuable for fake leads. 2/ The Green Flags ✅ Real clients use Google Forms, ask for Looms/Portfolios, and have a structured process.

Some persons have been waiting for me to drop this. So, here is what works for me. Landing your first gig on Reddit is a rite of passage. But don't let your account get flagged before you even start. If you want to land your first gig, you have to start filtering. A thread 🧵

@muftaustudioart Anytime my bro!

@DaudaAbdullahiS Thank ya God bless you my brother

A lot of Nigerian businesses increase prices and expect higher profit. So I modeled it. At some point: Higher price →Lower demand → Lower profit Pricing isn’t a guess. It’s a sensitivity problem.

@AfunlehinAishat 🤝

@DaudaAbdullahiS Signals that need proper handling 🤭✍️✍️

Hello Data Family ❣️ How do you address blank cells when working with a healthcare dataset? 🤔

@muftaustudioart You got that. Your analytical thinking is pretty good. Keep it up my man!

@DaudaAbdullahiS Cos they think cashflow is the king of cash and liquidity without tracking the business model for progress

@Tech_babby Noted. Definitely going to start working on this uncertainty.

@DaudaAbdullahiS There's never a better time to start, start anyways. Create a digital product that aligns with you most, research whom your target are and go sell like mad.

Someone said the perfect place to be as a professional right now is on the creator side and I felt that. Build → Sell → Earn. You’d never beg for a job again 😩

@muftaustudioart Thank you my broski ❤️

@DaudaAbdullahiS Breakdown analysis from great men in the field

@DaudaAbdullahiS A big sensitivity which most business operators do neglect and just focus only on the profit without under checking it business model

@muftaustudioart Exactly. They operate based on cash flows and instincts.

@AfunlehinAishat Yes, that's true. Sometimes, missing values in healthcare data are signals. And you're welcome.

@DaudaAbdullahiS Thanks so much for this explanation ☺️. So it is better to segment it. I was wondering because I knew working with a healthcare dataset is quite different from other sectors.

@AfunlehinAishat Understanding 'why' is the best thing to do. It could be that, it was not recorded, not applicable or data entry issue. Then you can handle it based on the context.