At the end of every quarter, Sandra has the same challenge.
As the Commercial Analytics Lead at Nestlé Nigeria, she's responsible for preparing performance reports for management.
The problem isn't the reporting itself.
The problem is that the data comes from different regions.
For Q1, sales reports arrived from the North, South-West, and South-East regions as separate CSV files. Each region maintained its own report, which meant slight differences in formatting, naming conventions, and data quality.
Before management could answer questions like:
• Which region generated the most revenue?
• Which products performed best?
• Who were the top-performing sales representatives?
• How did revenue trend throughout the quarter?
The data first had to be prepared.
This project started with three regional sales datasets.
Using Power Query, I imported the files, standardized the structure, corrected data types, cleaned inconsistencies, and appended all three datasets into a single master table.
Once the foundation was in place, I created additional fields to support analysis, including:
• Revenue
• Profit
• Profit Margin
• Week Number
• Month Name
• Performance Indicators
With the transformed dataset ready, the next step was analysis.
Before building any visuals, I summarized the data using PivotTables to identify the key insights and answer the business questions that mattered most.
Only after the analysis phase did I move into dashboard design.
I wireframed the layout, defined the KPI structure, selected the appropriate visualizations, and built an interactive dashboard featuring:
• Revenue, Profit, Quantity, and Transaction KPIs
• Revenue by Channel and Category
• Top Performing Sales Representatives
• Best Selling Products
• Weekly Revenue Trends
• Interactive filters for Region, Month, and Sales Representative
What began as three separate CSV files became a centralized reporting solution capable of delivering insights in seconds.
One lesson I keep reinforcing in my classes:
Most people think dashboards start with charts.
They don't.
Dashboards start with clean data, a structured process, and the right business questions.
Tools Used: Excel, Power Query, PivotTables, PivotCharts, Slicers, Dashboard Design
#DataAnalytics #Excel #PowerQuery #BusinessIntelligence
The financial future of tokenized assets @MMTFinance
MMT is building the next generation of DEfi platform where global assets can be tokenized seamlessly and be tradable in one place.
MMT saw the inefficiencies of Siloed separate kYSC, off-chain compliance and fragmented liquidity in the existing infrastructure of tokenized assets, creating it's vision to dismantle the existing infrastructure and create a system where all assets can be tradable by everyone, through Phased approach of;
1️⃣ Trade Sui native assets using Momentum DEX, with Deep liquidity, Low fees and Sustainable incentives.
2️⃣ Trade Cross-Chain Crypto Assets, with Wormhole’s universal messaging layer.
3️⃣ Trade crypto assets and tokenized RWA
seamlessly on one platform.
MMT achieved
$480M+ TVL
$23.8B+ trading volume and
1.7M+ users
Having ecosystem partners of:
Stablecoins;
FDUSD, USDY, AUSD, BUCK
Defi;
Wormhole, Sui Bridge, Nodo, Nemo and Volo
BTCFI;
Lombard, Bitlayer and x BTC
After months of building MMT is giving the community a chance to participate in an early sales access through @buidlpad, giving real users a chance to participate in the next growth phase of MMT.
Only about 5% of the world’s population actually meets the criteria for narcissism, yet somehow modern women claim they’ve all dated one.
Now, women now label any masculine trait, any expectation, or any form of standards from a man as “toxic,” “red flags,” or “narcissistic.”
If a man shows confidence or assertiveness, it’s called ego.
If he asks for reciprocity, he’s accused of wanting “princess treatment.”
If he desires femininity, he’s told he just wants to “control” women.
If he expects a woman to cook, clean, or contribute domestically, he’s painted as a misogynist looking for a slave.
So what’s left for men to demand? According to the modern script: nothing. The unspoken rule seems to be that a man’s role is to give, provide, protect, and care until the day he dies…while asking for nothing in return.
Women, on the other hand, are encouraged to simply exist…to be beautiful, to offer sex, and to expect worship for doing so.
This dynamic explains the rise of the so-called “simp culture.” Many women no longer want partners; they want devotees. They prefer men who sacrifice their own
wants and needs, men who prioritize her above everything else, men who will never challenge her or ask for accountability..and, of course, men who are financially secure enough to fund this arrangement.
In short, the modern dating script too often demands that men trade their masculinity, standards, and self-respect in exchange for access to a woman’s presence. That’s it.
How did we create 100+ blockchains and somehow make crypto HARDER to use than traditional banking?
@ZetaChain_AFR just figured out how to make it easier✨.
BFFs always share a bowl of food together
Check out my video submission for @Everlyn_ai and @WalrusProtocol
Video made with Everlyn AI and I must say the details/animation are so clean🥹🥹
#MadeWithEverlyn
$5k rewards up for grabs🔥🔥
Participate in @Everlyn_ai X Walrus Video Competition to stand a chance to win $5k in LYN.
Details:
--50 winners to share a $5k prize pool
-- Create a BFF video about a Walrus and seal using Everlyn Ai
--Post your video in X with hashtags #MadeWithEverlyn + tag @WalrusProtocol
-- Contest begins on 18th of September 2025, and ends on 25th of September 2025
-- Get started on Everlyn here: https://t.co/q0UpD3bQBk
--Get the paid version for $10 and start creating.
Just unlocked the Early Quacker on @wallchain_xyz 🏆
How cool is that?
Feels great to see my contributions recognized 🎉
Been enjoying Quacks so far 🦆
Not joined yet? Click the link below to join 👇
https://t.co/nPg48L8DSb
For the past 1 week, I have spent almost 50 hours learning and practicing how to draw.
You see, each of these drawings I quoted below took at least 5hours of draw/brainstorming.
For my efforts, Goddess Iryna rewarded me with SENSHI!!!!! role🥹🥹
So happy,😊🥹🥹
@Dantashi_ will finally tag me tomorrow, super excited.
Hirys fam🥹🥹
Nathaniel Ndiana-abasi Bassey !
Mine is a story of GRACE.
Another year to declare God’s faithfulness and goodness. I am a man TRULY HELPED & FAVOURED BY GOD.
Saints, please help me thank this God.
“For I (Nathaniel Bassey) did not gain possession of the land by my own sword, Nor did my own arm save them; But it was Your right hand, Your arm, and the light of Your countenance, Because You favored Me.”
Psalms 44:3 NKJV