Xxyn ACA.

It figures... 😏

[Xxyn ACA. @Chris_OO0]

I'm open to the freelance life.
Hit me up if you need any sort of financial analysis.
I'm talking financial accounts, tax computations, budgets, financial models, dashboards, bookkeeping, management accounts, data analysis etc.
My dm is open.

[Alen Sultanic @IAmAlenSultanic]

Most people, when things go south, be it in relationships, health, or wealth, try to “turn it around” by working very hard at it...

...They hit the gym, diet, study, learn, and do all the “right things”...

...But it just doesn’t seem to come easy, and it always feels like an uphill battle...

...And the reason is that what got you there never left, and that’s pushing back.

The key is to not try to “change” anything, because that would imply that you’re not content with what is...

...But rather to act as if it never was.

So, say, you become diabetic, or go broke, or your business starts to suck...

...Don’t obsess over the condition.

Don’t make the condition your identity.

Don’t wake up every day trying to fight the thing that happened.

Instead, act, behave, eat, work, learn, and move as if it never happened...

...And as if it was never going to happen.

Eat clean as if you were always the person who eats clean.

Learn as if you were always the person who studies.

Work as if you were always the person who wins.

Move as if the old condition was never yours to begin with.

Because the moment you start trying to “fix” yourself...

...You split yourself in two.

One part becomes the problem.

The other part becomes the one trying to solve it.

And now you’re at war with yourself.

But the moment you act as if it never was...

...You stop dragging the old story into the new behavior.

You stop asking permission from the past.

You stop negotiating with the version of you that created the condition.

And you simply become the version of you where that condition no longer exists.

Because at the end of the day...

You don’t become free by fighting the past.

You become free by no longer agreeing that it belongs to you.

— Alen

[Champagne DT @ChampagneDT]

Personal finance tip: If you consider every item important, you won’t have money for important things.

[Demotivational Speaker @OdunEweniyi]

consequences

[Blake Burge @blakeaburge]

Underrated life advice: Learn to take a beat. Anyone can react instantly. But most damage is done in moments of impulse. Anger wants speed. Ego wants the last word. But wisdom is giving yourself space to think. Slow your reaction and you’ll improve almost every area of your life.

[Akin Olaoye @akintollgate]

Dear Men,
Walking around with a reputation for sleeping with married women is no flex in 2026, and not 3,000 years ago.
Your fellow men will keep things strictly transactional with you. No real trust. No genuine brotherhood. In most cases, your life is literally in danger. Don’t ask me why.
That stigma doesn’t fade. It follows you for years, even generations, branding you as a threat to what many men fear most, pending betrayal around their own home.
Avoid it at all costs.

[Olúwatósìn Olaseinde @tosinolaseinde]

I met a lady in her mid 50s and I can’t shake off the conversation we had. She subtly reminded me that there’s a timeframe to run and work as hard as you can and you shouldn’t miss that window. Take your highest earning and natural strength timeline seriously.

[Blake Burge @blakeaburge]

Major life cheat code: Don’t romanticize potential. Measure yourself by what you consistently do, not by what you believe you could do one day.

[Softboy☄️ @softboywin]

Microsoft Excel is not taught enough in school. it’s literally your life in corporate

[ANGELO @Tha_realangelo]

1. KOD
2. 4 Your Eyez Only
3. The Fall off
4. 2014 Forest hill drives
5. The Off season
6. Cole world sideline story
7. Born sinner

What's yours?

[Olufemi AWOYEMI @OlufemiAwoyemi]

"I am a brand. Work-for-hire is not in my best interest when it is structured as a one-off engagement."

Kevin Hart’s point is a powerful one. The goal is not just to be paid for the work; it is to retain equity in the value that work continues to create.

The lesson is simple. Once a person becomes a brand, the conversation changes from fees to ownership, leverage, distribution, and long-term participation. Work-for-hire pays you once. Brand ownership keeps paying if the work travels, compounds, or creates new opportunities.

[Annie🦋 @DabereNnamani]

Let’s talk about the data-cleaning habits that feel efficient until they aren’t.

Every analyst has a version of this story:

you’re moving fast, the data looks mostly clean, and you make a few judgment calls to get it across the finish line. It works. Until two weeks later, when it very much doesn’t.

Here are five shortcuts that tend to come back around:

→ Deleting outliers on sight
Outliers slow you down so they go. But without investigation, you might be removing the signal, not the noise.

→ Find-and-replace as a cleaning tool
It’s tempting because it’s fast. It’s risky because it’s indiscriminate. One broad replacement can quietly corrupt values you never meant to touch.

→ Editing source data by hand
No record. No reproducibility. If your process can’t be rerun or explained, it isn’t really a process.

→ Letting duplicates slide
“Just a few” duplicates become skewed aggregates, inflated totals, and reports that don’t match reality. They always matter more than they look like they do.

→ Filling nulls without documenting why
A missing value isn’t always an error. Sometimes it means something.

Overwriting it without context removes information you can never recover.
The through-line across all five? Speed now, rework later.

The analysts who build clean, documented, repeatable processes up front almost never have to explain a data error in a stakeholder meeting.

[Kalu Aja @FinPlanKaluAja1]

Your salary increases, but your lifestyle increases faster.

New phone. New car. New rent. New “flex”.

Stop it!!!

Live like your salary is 30–40% lower than what you actually earn. Save and invest the difference aggressively. That one decision will change your financial destiny in 5 years.

Discipline > Income.

[The Deal Trader @TheDealTrader_]

Stop Trying to Look Rich

You can't save money if you're busy trying to look like you already made it.

● The fake rich go broke fast.

● The real rich look broke... until they aren't.

[Xxyn ACA. @Chris_OO0]

@Mbadiwejesse All of em.

[Mubar Dauda @MubarDauda]

Something worth sitting with this week.

𝗔𝗜 𝗱𝗼𝗲𝘀 𝗻𝗼𝘁 𝗺𝗮𝗸𝗲 𝘆𝗼𝘂 𝘃𝗮𝗹𝘂𝗮𝗯𝗹𝗲. 𝗬𝗼𝘂𝗿 𝗲𝘅𝗽𝗲𝗿𝘁𝗶𝘀𝗲 𝗱𝗼𝗲𝘀.

Everyone is using AI now. ChatGPT, Copilot, Gemini, Claude — the tools are accessible, affordable, and getting better everyday. In many ways, the playing field has never been more level.

But here is what that actually means: when everyone has the same tool, the tool is no longer the advantage.

AI is a force multiplier. That word multiplier — is doing a lot of work.

Multiplication requires something to multiply. If your domain expertise is shallow, if your judgement is underdeveloped, if you cannot tell good work from average work without a checklist, AI does not solve that. It accelerates it. You produce more output, faster, with the same underlying gaps — just louder and more polished.

The people genuinely pulling ahead right now are not the ones who downloaded every AI app in 2023. They are the ones who spent years developing real depth — in their industry, their craft, their domain — and are now using AI to do in one hour what used to take a week.

That is what acquiring taste and judgement looks like. You know what good looks like before the tool produces anything. You can sense when an output is wrong before you verify it. You ask better questions because you understand the problem more deeply than the person sitting next to you.

If your expertise is non-existent, you are not an AI-powered professional. You are an AI-dependent one. And that is a very different — and much more fragile — position to be in.

Build the expertise first. The tools will keep improving. Your judgement is what compounds.

[First Doctor @FirstDoctor]

1. High BP → linked to sugary drinks
2. Tooth decay → linked to sugary drinks
3. Heart disease → linked to sugary drinks
4. Kidney disease → linked to sugary drinks
5. Type 2 diabetes → linked to sugary drinks
6. Gout arthritis → linked to sugary drinks
7. Overweight & obesity → linked to sugary drinks
8. Chronic inflammation → linked to sugary drinks
9. Non-alcoholic liver disease → linked to sugary drinks

Stay away!

[First Doctor @FirstDoctor]

Poor sleep is not just about feeling tired.

It is silently damaging your heart, brain, metabolism, immune system, and mood, every single night.

Good news? This damage is reversible.

Once you fix the sleep, the body will repair itself with remarkable speed.

#SleepFixed

[IT Unprofessional @it_unprofession]

I just tipped 20% on a bottle of water I grabbed out of a mini-fridge myself.

I brought it to the counter.

The cashier didn't even scan it.

He just pushed a button and spun the POS terminal around.

The screen suggested 20, 25, or 30 percent.

For a moment, I considered finding the custom tip option.

But there was a line of people behind me.

The cashier was making direct, unblinking eye contact.

I folded under the pressure of a digitized guilt trip.

I paid $4.80 for a Poland Spring.

I basically gave a teenager a dollar to legally supervise me purchasing hydration.

He didn't even offer a receipt.

He just spun the tablet back around and looked away.

I said thank you.

I thanked him for letting me give him extra money.

I am part of the problem.

[Maxvayshia™ @maxvayshia]

The N5 note actually still exists but many of you have not set eyes on it since 2016 cos the N1000 note is now doing the job N5 used to do.

[Splendor of SQL 🇬🇧💖 @iam_Uchenna]

The world of data, business intelligence and AI is fully adjusting towards the cloud. And it is imperative that you as a data person align accordingly.

Whatever your roadmap is, make sure it includes cloud technologies like FABRIC, AWS, Azure, Snowflake etc. Don’t sleep on it.