Francis Perpetua

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@HeIsJayjam Appreciate this. 🤍 Welcome in advance to everyone coming through.. I don't disappoint 😌

Dear Progressives, kindly follow our new Asiwaju baby @pertua_ She will follow back ASAP

@HeIsJayjam As long as that person is not me😌

"You can love someone and still hurt them anyway." – Onyinye (2026) @pertua_

@Babynma23 For real!!! There are stages to this period cramps thing 😑

Period cramps is the real “yakubu manage” cause you’d actually feel like you want to die but you will not die.😭

Call for Applications! Deloitte Data Analytics Internship 2026 (Online) Sponsor: Deloitte Benefits: ⭐Training & Certification ✅Internship Opportunity Categories: Internships | Training Eligible Country: All Countries Deadline: Not Specified Click the link below to apply📌 scholarshipregion.com/deloitte-data-… Kindly share with your friends who might be interested

I’ll tell you 4; 1. Every single day, your body produces at least one cell that has the potential to become a full-blown Cancer. But your immune system destroys it quietly without you ever knowing. 2. Your skeleton is very active. It constantly breaks itself down and rebuilds itself from scratch. Because of this process, you get a completely NEW skeleton every few years (about 10). 3. You actually have a second brain in your stomach called the Enteric Nervous System. About 90% of your Serotonin (the chemical that makes you happy) is produced there, not in your head! So when you eat rubbish, it tells your brain to ruin your mood. That’s what is responsible for the 'butterflies in your stomach' feeling. 4. Cervical cancer is one of the ONLY cancers in the world that gives a 10 to 15-year 'notice period'. The virus that causes it (HPV) can hide in a woman's body for over a decade with ZERO symptoms. It is almost 100% preventable, but only if you catch it during that silent period.

Hey beginner Data Analyst, Microsoft Excel seems to be the less important yet so pivotal tool in data analytics… Everyone wants to jump straight into Python, Power BI, Tableau or even Machine Learning. But guess what? Most businesses are still running on Excel. Budgets? Excel. Sales reports? Excel. Loan trackers? Excel. HR headcount analysis? Excel. SME financial models? Excel. Before the dashboards… Before the automation… Before the fancy titles… There is usually an Excel file holding everything together. Here’s the uncomfortable truth: If you can’t clean data in Excel, If you can’t use Pivot Tables, If you don’t understand VLOOKUP/XLOOKUP, If you can’t structure raw data properly… Advanced tools won’t save you. Excel teaches you: • Data structuring • Logical thinking • Basic transformations • Reconciliation • Financial modelling • Attention to detail It’s not “basic.” It’s foundational. The strongest data analysts I know didn’t skip Excel. They mastered it, then layered other tools on top. Don’t underestimate the tool that built the foundation of modern business reporting. Excel may look simple. But it separates those who understand data…From those who just visualize it.

@Stepharney Sure. I’d love to join the group

Need a Lent accountability group? This Lent, we pray. We fast. We grow. We return to God together. 🌿 #Lent2026 #ReturnToGod #SacredSeason

EXCEL FOR DATA ANALYTICS (Beginner → Practical) Goal: Clean data, analyze it, and answer simple business questions. Phase 1: Excel Foundations •Understanding rows, columns, cells •Data types (text, number, date) •Basic formatting •Basic formulas: ◦SUM, AVERAGE, MIN, MAX ◦COUNT, COUNTA ◦IF Phase 2: Data Cleaning in Excel •Removing duplicates •Handling blanks & errors •Text functions: ◦LEFT, RIGHT, MID ◦TRIM, CLEAN •Date functions •Find & Replace •Data validation Phase 3: Data Analysis •Sorting & filtering •Conditional formatting •Lookup functions: ◦VLOOKUP / XLOOKUP ◦INDEX & MATCH •Logical functions (nested IFs) Phase 4: Pivot Tables & Charts •Creating pivot tables •Grouping data •Pivot charts •Simple dashboards Phase 5: Intro to Power Query (Optional but Powerful) •Importing data •Cleaning data automatically •Refreshing data Mini Project Idea: Analyze monthly sales data and create a summary dashboard

please date a man who believes in romance & provider mindset. like holding doors open for you, buying you flowers, writing you love letters, courting you, treating you gently, planning surprises for you and honouring your heart in whatever ways he can. you deserve all of that

Excel is the ultimate "sandbox" for Data Analysts. Most people stop at SUM and VLOOKUP. But the real money is in the end-to-end workflow. These 9 projects will help you master the full cycle and boost your job prospects:

Hey data newbie, here’s how I grew into presenting insights confidently: I stopped being comfortable with building dashboards quietly while presentations scared me. Explaining insights in a room full of people? That one was even worse. Today, I don’t just analyze data or build dashboards. I sit in conversations. I present insights. I make recommendations. I stay through implementation. This didn’t happen overnight. Here’s how I went from that to this: 1. I stopped seeing presentations as performance At first, I thought presentations were about sounding smart, knowing everything, not making mistakes till I reframed presentations as conversations about decisions. 2. I learned to listen before I spoke Early on, I wanted to show everything I analyzed. Now, I listen first. I pay attention to: - The questions stakeholders keep asking - What they worry about - What success actually means to them This helped me stop over-presenting and start speaking directly to the pain point. Listening became my biggest communication skill. 3. I practiced explaining insights without slides I gradually forced myself to explain insights without opening a dashboard. If I couldn’t explain the problem, the insight, the implication in simple language, then I didn’t understand it well enough. 4. I consumed content on communication, not just analytics I realized technical skills alone wouldn’t carry me into rooms where decisions were made. So I intentionally learned communication. What I listened to: - Podcasts on storytelling and business thinking - Talks on explaining complex ideas simply - Even causal/self-help podcasts These taught me how to structure my thoughts, charisma, flow, speed and not just my analysis. 5. I started making recommendations not just observations. I learn to say things like: “Based on this trend, I recommend we fix X first because it impacts Y.” Even when I wasn’t 100% sure. What I noticed was recommendations invite dialogue. 6. I have stayed through implementation I observe what works and what doesn’t I learn how decisions play out in the real world Lastly, I intentionally put myself in the front row I started: - Speaking up in smaller meetings - Volunteering to explain insights - Asking follow-up questions publicly Each time felt uncomfortable but made the next one easier. Ps: Another tip is, patiently reading through and deeply understanding any document or report on my desk. You see this one, kill that impatience and spirit of scanning through documents.. Hope this helps!!

@diaryofa9jagirl I’ve tried Runaway twice. Couldn’t watch pass 15 mins. I find it boring.

My movies/Series recommendation for your weekend watch. 👉🏾

@Prezain_LJ I write better. 😅 Writing gives me better space to think, organize and share my thoughts without pressure.

Do you speak better or write better?

If I were starting SQL again, this is the exact way I’d learn it, with clarity and purpose. First, download dataset : Online Retail (UCI) 👉 archive.ics.uci.edu/ml/datasets/on… Open it in any SQL environment (Postgres, SQLite, BigQuery, DuckDB). Scenario: You work at an e-commerce company. Leadership asks: “Are repeat customers actually driving our revenue, or are we just selling more to new customers?” Before writing SQL, study the data: •One row = one product on an invoice •One invoice can have many rows •Revenue = quantity × price •Some rows are refunds (negative quantity) Now use SQL the way analysts do: >>> 1.Understand the business baseline Use basic aggregations to calculate: •total revenue •total customers •total orders If these don’t make sense, stop and fix them first. >>> 2.Define the logic clearly Decide what “repeat customer” means: •customer with more than one invoice This definition matters more than the query itself. >>> 3.Segment the data Split revenue into: •first-time customers •repeat customers Now SQL is answering a business question, not showing syntax. >>> 4.Apply window functions with purpose Rank customers by revenue to see: •who drives most of the repeat revenue •whether revenue is concentrated or spread This is where SQL becomes powerful for decisions. >>> 5.Validate your output Check totals, look for outliers, and confirm refunds aren’t distorting results. >>> 6.Turn the result into a decision Example takeaway: “Repeat customers generate most revenue, driven by a small group. Growth should prioritise retention over acquisition volume.” Solving a problem using this approach builds real confidence: •you understand the data •you trust your numbers •you can explain the result in plain English That’s how SQL stops being scary and starts becoming useful.

@TheAnalystbro We should connect. Just followed you.

You support me I support you That's how it works GM Techies, Let's connect 👋

My wife, my wife, she has done a lot, but let me say this particular one.😄 I lost my job almost 5 years ago & after paying rent & spending on some other projects, I went flat broke. My wife placed me on monthly allowance, was buying the food & sorting the bills at home. She would send money to the joint account, my own account and when she wanted to buy things even with her own personal funds, she still gave me the unwavering respect; telling me before she spends on such. She never disrespected me for once bacause I wasn’t able to provide financial covering, she never subtly passed a message of contempt, instead she covered me in my presence and absence and was still utterly submissive. We would go out, she will give me the money or her ATM to pay as if the money came from me. She gave me her laptop to start a program then and paid for what I needed pay for during the course. She prayed, fasted and blessed me, she understood that we are partners, a unit and that when her king was down, she as the queen had to keep things running, she understood the assignment of a true queen in words and indeed. There’s nothing I can’t do for her, except I don’t have it and even when I don’t have it, as soon as I get it, I do it, I will do more and will continue to do more for my Heaven’s Gem as the Lord bless me.💎❤️

@dimarokoji_ Done

@pertua_ help me FB

Aunties and Uncles, I follow medical doctors, students, pharmicist, nurses, Medical Laboratory Scientists, Health Care Workers that will reply this tweet with ❤️

@phveektordrayne You really should’nt second guess yourself! Truth is, a company can do that, do not mean well for you. Right now, you should brush up your CV and start applying elsewhere. But while still at that job, set boundaries, reposition yourself and grow your self-worth and value!!

I was forced to train an intern. Spent 6 months teaching him everything I knew - every system, every client quirk, every shortcut I'd learned over five years. They made him my boss yesterday. Double my salary. Everyone in the conference room stared, waiting for a reaction. I just smiled and congratulated him. The next day, everyone froze when they opened my company-wide email. It said, "Effective immediately, I will no longer be providing training, guidance, or assistance to management. My role description does not include mentoring supervisors." HR called me into a meeting within an hour. My new boss looked panicked. He had no idea how to do half his job without me. Management tried to guilt me, saying I was being unprofessional and hurting the team. But here's the thing. I'd been doing two jobs for years. Fixing everyone's mistakes. Staying late while others went home. And for what? To watch someone I trained get the promotion I deserved? Now, my boss keeps showing up at my desk with questions, and I redirect him to HR every single time. The tension is unbearable. My coworkers are divided - some think I'm brave, others say I'm being petty. I don't know what to do anymore. Was I wrong to draw this line? I'm exhausted from years of being taken advantage of, but now I'm wondering if I just made everything worse for myself. I need honest advice because I feel like I'm drowning here, and I don't know if I should keep standing my ground or find a way to fix this mess before it destroys my career completely.