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ESG and master data: how master data governance underpins the sustainability report

ESG and master data: understand why the sustainability report fails without data governance and a reliable supplier master.

Paulo Cordeiro8 min read

ESG and master data are two subjects that companies still handle at separate tables. One sits with the sustainability team, the other with IT and whoever looks after the master records. The problem is that the ESG report the company sends to investors, customers or the stock exchange is born from the same supplier, material and operations master data that supports purchasing, logistics and finance. If the master is bad there, the ESG report is bad here.

I come from the world of purchasing and procurement, from almost thirty years of SAP and master data projects, and I see the same scene repeat itself. The company sets up an ESG committee, hires a consultancy, defines attractive indicators for carbon emissions, diversity and corporate governance. And when it's time to feed those indicators, it discovers it doesn't know how many active suppliers it has, because the same supplier is registered three times under different branch CNPJs (Brazil's company registration number), or that the environmental risk classification field is blank for half the base.

What ESG is and why it depends on master data

ESG stands for Environmental, Social and Governance. It's the set of criteria used to measure how responsible a company is in the way it operates, treats people and accounts for itself. It has become a requirement from investors, from banks when granting credit, from large customers when vetting a supplier and, more and more, from sector regulation.

What few ESG consultancies explain is that these indicators are born from the supplier master, the material master, the asset master and the transactions that pass through them. How many tons of CO2 the supply chain emits depends on knowing precisely who the suppliers are, where they are and in what volume they supply. How many suppliers have up-to-date social certification depends on a master record field that is filled in, kept current and has an owner. Master data is the physical foundation of the ESG report. Without it, the report is an estimate, and an estimate convinces neither the auditor nor the investor.

How data governance supports the ESG report

An ESG committee without reliable data produces a report that looks great in PowerPoint and has holes in the audit. I have seen sustainability presentations with emission reduction figures that nobody could explain when the auditor asked about the source.

In practice, the path that works is to treat ESG data as master data, with the same rules as any other domain: a golden record for the supplier, one record per entity, not three records of the same CNPJ scattered across the purchasing branch, the services branch and headquarters; ESG fields inside the supplier master itself, such as environmental certification, labor status and diversity policy, not a parallel spreadsheet nobody updates; and quality rules applied to those fields, such as mandatory completion, certificate validity and consistency with the risk classification.

Purchasing and procurement come into the middle of this because they are the ones who vet the supplier and know, on the ground, whether the documentation is current. A vetting process that already checks environmental and social criteria when the record is created keeps the ESG report from becoming an archaeological project six months later, digging through emails and spreadsheets to prove what should already be in the system.

Who is responsible for ESG data inside the company

The answer is never one department alone. Sustainability defines what to measure and why. The data steward and the governance team define where the data lives, who can change it and what the quality rule is. Purchasing and procurement maintain the supplier master day to day, because they have direct contact during vetting and renewal. IT makes sure the ERP or the MDM platform has the right fields and the integration with the sustainability report.

When those four ends don't talk to each other, each one looks after the piece it can see and nobody owns the whole. It's what I see when a company tries to answer an ESG questionnaire from a large customer: the answer takes weeks, assembled by hand, cross-referencing systems that should have been integrated from the start.

Which tools help connect MDM and ESG

On the Master Data Management side, the platforms that support a reliable supplier and material master are SAP Master Data Governance, Informatica MDM, Stibo Systems, Reltio, Semarchy and Profisee. For data quality, which ensures the ESG field is correct and up to date, the references are Ataccama and Informatica Data Quality. To trace where each indicator comes from, so the auditor can check the origin of the number, data catalog tools such as Collibra, Alation and Microsoft Purview come in.

On the strictly ESG side, there are specialized platforms that collect supplier questionnaires and calculate sustainability indicators. None replaces the master data base; they are only as good as the master that feeds them. I have seen companies pay a lot for an ESG platform and keep the same problem, because the integration with the supplier master was never done right.

How to learn to work at this border between ESG and master data

This is a fast-growing area with few prepared people, because it requires understanding two worlds at once: the logic of sustainability and the discipline of data governance. If you already work with master data, MDM or data quality, you have a natural advantage in moving into this field, because the technical work of standardizing and validating data is the same, only the domain changes.

To go deeper, it's worth studying the fundamentals of data governance through the DAMA-DMBOK, the field's reference guide, and pursuing DAMA's own CDMP certification, which gives international credibility. On the ESG side, it's worth understanding the main reporting frameworks, such as GRI, and the standards adopted in Brazil by the capital markets. Whoever combines the two backgrounds becomes the person the company calls when the sustainability report doesn't add up.

Career opportunities at this intersection

The ESG market grew fast and brought openings for ESG analyst, corporate sustainability specialist and supplier relationship manager, but most of them still don't require master data knowledge. That is an opportunity, not a market failure. Someone who understands MDM and data quality and communicates well with the sustainability team becomes the missing bridge at companies under pressure from investors and customers to prove their numbers.

Today I already see ESG consultancies hiring data specialists, and MDM companies being sought out by sustainability teams to solve the supplier master problem. It's a new frontier, with real demand and little competition, because most professionals are still on only one side of the table.

Main questions about ESG and master data

Are ESG and data governance the same thing? No. ESG is the set of environmental, social and corporate governance criteria the company reports. Data governance is the discipline that ensures the data used to calculate those criteria is reliable. Each depends on the other to truly work.

Why do ESG reports often have questionable numbers? Because at most companies ESG data is collected in a parallel spreadsheet, with no integration with the master, no defined owner and no quality rule. The number exists, but nobody can easily prove its source.

Who should own ESG data in the company? There is no single owner. Sustainability defines what to measure, purchasing keeps the supplier master up to date, data governance ensures structure and quality, and IT supports the integration between systems. The lack of a committee that brings these ends together is the most common cause of a weak ESG report.

Can you automate the collection of ESG data from suppliers? You can, and it should happen inside the supplier vetting process itself, not in a form sent once a year. When ESG data becomes a field of the master, with validity and an update rule, collection stops being an annual project and becomes routine.

Is it worth investing in an ESG platform without fixing the master first? In my experience, no. The most expensive platform on the market only processes well the data it receives. If the master is duplicated, incomplete or outdated, the report generated by any system carries the same problem, only with a prettier interface.

MDM Academy: where to learn master data governance

For those who want to truly understand how the supplier, customer and material master supports business decisions, including ESG ones, we created MDM Academy, 4MDG's school of governance and master data. There we bring together hands-on training in Master Data Management, data quality, LGPD (Brazil's General Data Protection Law) and a career in governance, designed for people who work with master data every day and want to grow in an area that only gains importance.

If this topic interested you, it's worth getting to know MDM Academy and joining the Data Club, our community of master data and governance professionals who share real experience on the problems I described here.

Conclusion

ESG has become a board-level priority, but it is still treated as a spreadsheet project at a good share of Brazilian companies. As long as that continues, the sustainability report will remain a well-intentioned marketing piece, not a document that withstands a rigorous audit. The way out is not to hire yet another ESG consultancy. It's to treat the supplier, material and operations master with the same data governance discipline that any other critical business process demands. At your company, does the data behind the ESG report already have an owner and a rule, or does it still live in someone's spreadsheet?

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