By Shivangi Srivastava Data Analyst & Banking Operations Expert When I was going through open-source datasets and based on my personal experience working in banking operations for a large financial institution, I noticed something interesting. The most stressful Friday afternoons…
Marketing has changed dramatically. A business can now advertise on Google, Meta, LinkedIn, YouTube, email, marketplaces, websites, mobile apps, and dozens of other channels at the same time. Add multiple countries, customer segments, products, campaigns, and sales teams, and the…
When I first started working in banking operations, our transaction processing was a hybrid beast—part manual spreadsheets, part legacy system, and part hopeful prayers that nothing would break on a Wednesday afternoon. We managed thousands of customer accounts and processed…
Medicines have transformed modern healthcare. They help prevent diseases, control chronic conditions, manage infections, reduce symptoms, and improve the quality of life for millions of people. However, no medicine is completely free from risk. Even when a medicine has successfully…
Manufacturing companies generate enormous amounts of data every day. From production quantities and raw material costs to sales, revenue, defects, factory performance, employee productivity, inventory, and regional demand, almost every manufacturing activity creates valuable information. The real challenge is not…
I’ve built over 100 dashboards, but the ones that generate the most ROI are marketing performance dashboards. Not because they’re complex—but because they answer one critical question that keeps CMOs awake at night: “Is our marketing actually working, and where…
Revenue is the lifeblood of any business, yet most mid-market companies in North America operate without clear visibility into how their revenue is actually performing. I have worked with dozens of organizations across manufacturing, retail, hospitality, and professional services sectors.…
By Shivangi Srivastava When I was working as a Financial Data Analyst for a mid-sized banking institution, I watched our compliance team manually reconcile thousands of transactions daily. Red flags were caught days or even weeks after they occurred. Then,…
Over the past decade working with manufacturing businesses across North America, I have witnessed a recurring dilemma: should we invest in a custom-built ERP system or adopt an existing enterprise solution? While off-the-shelf software dominates the conversation, my hands-on experience…
The Painful Reality: Why 40% of Fintech Startups Hit Regulatory Walls When I transitioned from banking operations to understanding what fintech founders face, I was struck by a pattern: the smartest, best-funded fintech teams often stumble hardest on compliance. They’re…
