يحاول ذهب - حر

Banking on Data: A Comprehensive Guide to Data Analytics

October 2025

|

BANKING FINANCE

Data analytics is the systematic process of examining large and varied data sets to uncover hidden patterns, correlations, market trends, customer preferences, and other actionable insights. It involves the use of statistical techniques, algorithms, and technologies to transform raw data into meaningful information that supports decision-making and strategic planning.

- Sheik Nizamudeen D Chief Manager (IT) Faculty ULA -Digital Transformation Powai, Mumba

Banking on Data: A Comprehensive Guide to Data Analytics

Introduction

"Make decisions based on data and not on opinions" This principle has become essential for banks navigating today's fast-paced, competitive landscape. In an industry where financial success hinges on precision and insight, data analytics is no longer a luxury-it's a necessity. Let us dive into the world of data analytics, explaining its significance, lifecycle, methodologies, ethical considerations, and emerging trends, all tailored specifically for the banking sector.

What is Data Analytics and Why is it Important?

Data analytics is the systematic process of examining large and varied data sets to uncover hidden patterns, correlations, market trends, customer preferences, and other actionable insights. It involves the use of statistical techniques, algorithms, and technologies to transform raw data into meaningful information that supports decision-making and strategic planning.

For banks, data analytics holds significance due to several factors:

Enhanced Decision-Making: Data-driven insights enable more accurate and timely decisions, reducing reliance on intuition and enhancing strategic planning.

Risk Management: Analytics assists in identifying and mitigating potential risks such as credit defaults, fraud, and market volatility, ensuring the financial stability of the institution.

Customer Insights: Understanding customer behaviour and preferences allows for personalized services, improving customer satisfaction and loyalty.

Operational Efficiency: Streamlining processes through data analysis leads to cost reductions, optimized resource allocation, and improved service delivery.

Regulatory Compliance: Analytics aids in monitoring and ensuring compliance with regulatory requirements, minimizing legal and financial penalties.

المزيد من القصص من BANKING FINANCE

BANKING FINANCE

Mutual Fund News

The Securities and Exchange Board of India (SEBI) has raised the minimum block deal size from Rs. 10 crore to Rs. 25 crore and widened the permissible price band for execution.

time to read

3 mins

November 2025

BANKING FINANCE

Industry News

1.4 crore Aadhaar numbers deactivated to prevent identity fraud

time to read

12 mins

November 2025

BANKING FINANCE

BANKING FINANCE

Applying the Cynefin Framework in Decision Making for Bankers

Misjudging the domain can lead to costly errors viz. applying redundant practices in a complex scenario or over analysing a situation that requires quick action. Cynefin offers a moment to reflect before reacting.

time to read

4 mins

November 2025

BANKING FINANCE

Insured bank deposits fall 9.5 percentage points in 5 years

While India's bank deposit base has expanded, the share of deposits protected by insurance has slipped. In the five years between September 2020 and March 2025, assessable deposits swelled by over Rs. 91 lakh crore, but the insurance coverage ratio dropped by 9.5 percentage points, leaving a wide gap between small savers who are fully covered and largevalue accounts that remain exposed.

time to read

2 mins

November 2025

BANKING FINANCE

BANKING FINANCE

Sustainable Finance in India: The Role of ESG in Banking and Investments

The concept of Environmental, Social, and Governance (ESG) has emerged as a transformative framework in the global financial sector, driving sustainable decision-making in banking and investments.

time to read

14 mins

November 2025

BANKING FINANCE

Banks and ECL norms

On October 7, the Reserve Bank of India (RBI) issued the draft Reserve Bank of India (Scheduled Commercial Banks-Asset Classification, Provisioning and Income Recognition) Directions, 2025 for public comments. These directions are proposed to be implemented by banks and financial institutions with effect from April 1, 2027 - a possible indicator that banks and financial institutions will transition to Indian Accounting Standards (Ind AS) from this date.

time to read

2 mins

November 2025

BANKING FINANCE

BANKING FINANCE

TRUMPeting Tariffs

These new trade taxes are a challenge for India, but they also create some opportunities. By finding new customers, making more things at home, and working with other countries, India can turn this problem into a chance to grow stronger.

time to read

3 mins

November 2025

BANKING FINANCE

BANKING FINANCE

RRR in Banking

This is very crucial area where bankers strive to pitch their products for the customers to achieve the set targets. Profiling is the major operation to understand the customer and identify their exact needs for providing suitable products.

time to read

6 mins

November 2025

BANKING FINANCE

World trusts India with semiconductor future

Prime Minister Narendra Modi pitched India as one of the most promising destinations for semiconductor manufacturing, saying \"the world trusts India, the world believes in India, and the world is ready to build semiconductor future with India\".

time to read

2 mins

November 2025

BANKING FINANCE

Legal News

Auction purchasers are liable to pay the property tax dues of erstwhile owners, the Calcutta HC held on Sept 25 in a case where a company sought a waiver of the outstanding property tax of Rs 1,23,84,142, for which KMC refused to grant mutation.

time to read

2 mins

November 2025

Listen

Translate

Share

-
+

Change font size