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Does Big Data Capability Make Green Human Resource Management More Effective? A Study of Green Organizational Citizenship Behaviour and Environmental, Social, and Governance Performance in the Indian Manufacturing Sector

This study of the Indian manufacturing sector demonstrates that Green Human Resource Management enhances Environmental, Social, and Governance (ESG) performance by fostering Green Organizational Citizenship Behaviour, with this relationship significantly strengthened by Big Data Analytical Capability.

Original authors: Vikash Mandal, Aishwarya Mitra, Amar Shankar Mishra, Supriya Singh

Published 2026-07-08
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Original authors: Vikash Mandal, Aishwarya Mitra, Amar Shankar Mishra, Supriya Singh

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Imagine a massive factory in India. For a long time, the bosses thought the only way to make the factory "green" and responsible was to buy fancy new machines, install solar panels, and write strict rulebooks. But this new study suggests that the real secret ingredient isn't just the machines; it's the people working there and the smart tools used to track their efforts.

Here is the story of the study, broken down into simple parts:

1. The Main Characters

  • The Green HR Team (GHRM): Think of these as the factory managers who don't just hire people for their skills, but specifically look for people who care about the planet. They train employees on how to save energy, give rewards for recycling, and create a culture where "being green" is part of the job description.
  • The "Extra Mile" Workers (GOCB): This is the most important part. These are employees who, even when no one is watching and they aren't being paid extra, decide to turn off lights, fix a leak, or suggest a better way to cut down waste. They are the "citizens" of the factory who voluntarily help the environment.
  • The Super-Computer (Big Data Capability): This is the factory's brain. It's a system that collects huge amounts of information (like how much electricity was used, how much waste was created, and how employees are behaving) and turns that raw data into clear, useful insights.

2. The Story of How They Work Together

The researchers asked: Does hiring and training green-minded people actually make the factory perform better on Environmental, Social, and Governance (ESG) scores? (Think of ESG scores as a report card for how responsible a company is).

The Chain Reaction:

  1. The Setup: When the Green HR team does their job well (training, hiring, rewarding), it plants a seed.
  2. The Bloom: This seed grows into "Extra Mile" behavior. Employees start doing voluntary green things because they feel motivated and capable.
  3. The Harvest: When thousands of employees do these small, voluntary green things every day, the whole factory's "Report Card" (ESG Performance) gets a massive boost.

The Twist (The Role of the Super-Computer):
The study found that having the "Extra Mile" workers is great, but it gets even better if the factory has a powerful "Super-Computer" (Big Data).

  • Without the Computer: The managers might not even know that employees are doing all these great green things. The good deeds get lost in the noise, like shouting in a crowded room.
  • With the Computer: The system tracks every small action. It tells the managers, "Look! Because we trained the team, they saved 10% more energy this week!" This data makes the good behavior visible, credible, and easier to repeat. It acts like a megaphone that amplifies the good work the employees are doing.

3. The Big Takeaway

The study, which looked at 400 workers in Indian manufacturing factories, concluded three main things:

  1. Green HR works: Teaching and encouraging employees to be green directly improves the company's overall responsibility score.
  2. Voluntary action is key: The biggest driver of this success is employees doing green things on their own (not just because they were forced to).
  3. Data is the booster: The connection between "Green HR" and "Good Results" is strongest when the company uses Big Data to measure and understand what is happening.

A Simple Analogy

Imagine a school trying to be "Eco-Friendly."

  • Green HR is the teacher who teaches the kids to recycle and gives them stickers for doing it.
  • GOCB is the kid who, after school, picks up trash in the hallway even though it's not their job.
  • Big Data is the principal's smart dashboard that counts exactly how many pieces of trash were picked up and shows a graph going up.

The study says: If you have a great teacher (HR) and the kids are picking up trash (GOCB), the school becomes a model eco-school. But if the principal also has a smart dashboard (Big Data) to track and celebrate that progress, the school becomes an even better model eco-school. The data doesn't replace the hard work; it just makes sure the hard work is seen and valued.

In short: To be truly sustainable, a company needs to train its people, encourage them to go the extra mile, and use smart data tools to make sure those efforts count.

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