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The Hidden Cost of India's 'Dark Data' Dilemma

The Hidden Cost of India's 'Dark Data' Dilemma

In a nation where data is touted as the new oil, India finds itself grappling with an invisible crisis—'dark data'. This term refers to the vast amounts of unstructured, unutilised data that lie dormant within organisations, costing them millions in lost potential and inefficiencies. Experts are now sounding the alarm, warning that unless harnessed effectively, this dark data could be more of a burden than a boon.

The irony is palpable. India, with its burgeoning tech sector and a population of over a billion, generates a staggering amount of data daily. Yet, much of this data remains trapped in silos, fragmented and often rendered useless due to inconsistent governance frameworks. According to a recent IBM report, the cost of data breaches in India soared to INR 220 million in 2025, a stark reminder of the financial perils of neglecting data governance.

At the heart of this crisis is the lack of interoperability among different governmental and corporate data systems. Ministries and agencies define basic attributes such as time periods and geographical regions inconsistently, making meaningful data integration a Herculean task. As a result, organisations struggle to extract value from the data they collect, instead amassing more without a clear strategy for its use.

The advent of Artificial Intelligence and Machine Learning further complicates the landscape, as these technologies rely heavily on quality data. The shortage of machine-usable data, particularly in Indian languages, exacerbates biases in AI models. Experts caution that without robust data strategies, companies risk entrenching these biases, potentially leading to flawed decision-making processes.

Despite these challenges, there is a glimmer of hope. The upcoming Digital Personal Data Protection Act, set for full implementation in 2027, aims to tighten data governance and privacy measures. However, the question remains whether these regulatory efforts will catch up with the rapid pace of technological advancement. Until then, the 'dark data' dilemma continues to loom large, a shadow over India's digital aspirations.

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