Make Banking Improvements in 3 Simple Steps Using Data Analytics

Oliver Franz | 2/11/2025

Topics: Banking and Finance

Have you ever experienced a long wait to get a loan approved? Maybe an extra-long hold time to speak with a real person at your bank during a crisis? Or even stood in a long line while waiting for a teller to complete a simple transaction?  

Interacting with banks can be exceptionally stressful for consumers, and with the growth of online banking, competition has never been tighter. There are dozens of other options for customers if they have even one negative experience with their bank. 

If you work in banking or any financial institution, you know that improving how things run internally is key to staying ahead to prevent this type of churn. One of the best ways to make that happen is by using data. 

Here are three practical steps to help you get started with using data analytics to improve bank operations:

 

1. Map Your Workflows to Pinpoint Inefficiencies and Delays

Banks operate on a variety of processes, including loan approvals, account management, customer service. Understanding how each one works (or doesn’t work) is essential for improvement. 

Minitab Workspace is perfect for this. It lets you visualize and document each step of your workflow, from start to finish. For instance, if loan approvals are consistently taking longer than expected, you can use process maps to highlight every decision point, handoff, and potential bottleneck in the process. With a clear visual map, you can quickly identify where delays happen and address them directly—whether by reassigning tasks, automating certain steps, or streamlining approval stages. 

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2. Analyze Data to identify patterns that impact efficiency

Once you've mapped out your workflows, the next step is to dive into the actual data. Analyzing the metrics behind your operations will uncover patterns that aren’t immediately obvious. Whether it's transaction times, account activity, or customer interactions, data analysis can reveal inefficiencies and help refine your processes. 

Minitab Statistical Software can help with this deep dive. For example, you can analyze customer service call volumes and find that calls about certain issues peak during specific months. Maybe high volumes correlate with certain product offerings or seasonal promotions. Minitab can help you identify these trends through statistical analysis, pinpointing root causes of inefficiencies that can be addressed through automation, process changes, or better resource allocation. This targeted approach ensures that improvements are based on clear, data-driven insights rather than guesswork. 

 

3. Improve Decision-Making with Real-Time Data Dashboards

Real-time data allows your team to make quicker, more informed decisions. (By real-time data, we mean data that is pulled on a consistent basis, like every hour or daily, or a cadence that works for your team). This is especially critical in banking, where regulatory changes, customer demands, and market conditions can shift rapidly. 

Minitab Connect helps to make live analytics part of your ecosystem through its interactive dashboards. These dashboards centralize critical metrics, like loan processing times, account opening stats, or customer satisfaction scores, in one accessible location. For instance, you could create a dashboard that tracks loan approval statuses across different branches in real time. This allows you to see when any department falls behind or when bottlenecks occur. Rather than waiting for weekly or monthly reports, you can take immediate action, whether it’s reassigning resources or addressing an issue before it escalates. 

Want to learn more about Minitab Connect? Get in touch today. Talk to Minitab

Unlock Your Bank’s Full Potential 

Data isn’t just about numbers; it helps you make smarter decisions, streamline processes, and stay ahead of challenges. With the right tools, like Minitab’s powerful suite for process mapping, data analysis, and real-time insights, you can create a more efficient, responsive, and customer-focused operation. Start leveraging data today and watch your bank’s performance improve across the board. 

Download a complimentary trial of Minitab Statistical Software today.Download Now