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High-performance financial data ecosystem with automated ETL pipelines, credit score modeling, and AML anomaly detection. Built end-to-end in Python and PostgreSQL — ingests raw financial data, cleans it, and flags suspicious transactions using patterns from my Goldman Sachs experience. Stack: Python · PostgreSQL · dbt.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Analysis performed on a superstore
The Top 10 Products by Revenue view alongside the Region profit breakdown is a smart combination — you can immediately see whether your best-selling products are concentrated in one region or distributed, which changes the growth strategy entirely. The Revenue vs Profit...
Title: Your data is not the problem. The structure is.
Most business owners I speak to are not short on data.
They have spreadsheets. Exports. Reports sent every month. Numbers sitting in three different files that nobody looks at after the first week.
The real problem is not missing data — it is data that cannot be read quickly enough to change a decision.
A 5,000 row export tells you nothing at a glance. But a single dashboard showing revenue by channel, top performing SKU, and pending payments — that changes how a founder spends the next hour.
I have seen this pattern across CA firms, D2C brands, and small businesses. The data exists. The structure does not.
Clean structure means:
One place for all numbers
Metrics linked to actual decisions
Flags that tell you when something needs attention — not just what the current state is
If your data lives in scattered sheets and nobody is acting on it, the issue is not the data. It is the system around it.
That is exactly what I fix.
Great definition of your niche!
Safaricom Financial Performance Dashboard (FY20–FY24): Key Insights & Business Impact
The Safaricom Financial Dashboard provides a clear, data-driven view of performance over five years, highlighting both growth opportunities and critical financial pressures.
🔍 Key Findings
Strong Revenue Growth: Total revenue shows consistent growth, driven by digital transformation.
M-PESA Dominance: M-PESA has emerged as the largest revenue contributor, reinforcing its role as a core growth engine.
Mobile Data Expansion: Sustained growth in mobile data reflects increasing demand for digital services.
Decline in Traditional Revenue: Voice and messaging revenues continue to decline, signaling a shift in customer behavior.
Margin Pressure: Rising operating costs, direct costs, and ECL provisions are compressing profitability.
Profitability Decline: Net profit has decreased despite revenue growth—highlighting inefficiencies.
Cash Flow Concerns: Declining free cash flow indicates increasing capital demands.
High Dividend Payouts: Continued strong dividends despite cash flow pressure raise sustainability questions.
🚀 What This Means for Businesses
Growth alone is not enough — cost optimization and efficiency are critical
Businesses must track performance beyond revenue to understand true profitability
Real-time insights are essential to respond quickly to financial risks and opportunities
💼 How Intersect Analytics Adds Value
At Intersect Analytics, we go beyond dashboards — we deliver decision intelligence.
📊 Financial Analytics Expertise
Deep understanding of financial metrics, KPIs, and business drivers
⚙️ Custom Power BI Dashboards
Interactive, scalable dashboards tailored to your business needs
🔗 Data Integration & Automation
Seamless connection of multiple data sources with automated reporting
📈 Insight-Driven Decision Making
We don’t just show data — we explain the “why” behind it
🧠 Strategic Approach
Combining finance, analytics, and business strategy for real impact
✅ Why Choose Intersect Analytics
Proven experience in financial analytics & dashboard development
Solutions designed for clarity, scalability, and performance tracking
Strong focus on business impact — not just visuals
Reliable partner for end-to-end analytics and continuous support
📩 Looking to transform your financial data into actionable insights?
Let Intersect Analytics build a powerful, intelligent dashboard that drives smarter decisions and business growth.
Excellent insights John!
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