ESG Investing Certificate ESG-Investing Updated Exam

In the context of data used for analysis, primary data is original and collected firsthand by the researcher. Examples include surveys, interviews, or direct observations. Secondary data, on the other hand, is data that has been previously collected by someone else and is used for purposes other than those for which it was originally collected.

Step 2: Examples of Primary and Secondary Data

Primary Data: Data gathered through surveys, interviews, or experiments.

Secondary Data: Data gathered from existing sources such as books, articles, reports, and other publications.

Step 3: Application to the Provided Choices

Given the options:

A news article

A letter to shareholders

A Bloomberg Disclosure score

Analysis:

News Article (A): This is secondary data because it is published information that has been gathered, reported, and possibly analyzed by someone other than the researcher.

Letter to Shareholders (B): This is typically primary data as it is a direct communication from the company to its shareholders, often containing firsthand insights or original information about the company’s performance and future outlook.

Bloomberg Disclosure Score (C): This is also secondary data as it is a score derived from the analysis of various data points that Bloomberg collects and compiles.

Step 4: Verification with ESG Investing References

According to the MSCI ESG Ratings Methodology, secondary data sources include:

Company disclosures (e.g., 10-K reports, sustainability reports)

Government databases

Media sources (e.g., news articles)

NGO reports

As highlighted in the ESG Ratings Methodology document: "3400+ media sources monitored daily (global and local news sources, governments, NGOs)" are used as part of secondary data sources to assess companies' ESG risks and opportunities​​.

Conclusion: A news article is an example of secondary data as it is collected and published by an entity separate from the entity conducting the analysis.

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Traditional ESG Providers: These include established entities such as credit-rating agencies that have long been involved in providing financial data and have integrated ESG factors into their traditional credit rating processes.

Role of Credit-Rating Agencies: They assess the creditworthiness of issuers, including sovereign, corporate, and municipal issuers, and increasingly incorporate ESG factors into their ratings to reflect potential risks and opportunities.

Nontraditional Providers: These include newer, often technology-driven firms focusing solely on ESG data, sometimes using alternative data sources and innovative methodologies.

CFA ESG Investing References:

The CFA Institute’s materials on ESG integration recognize credit-rating agencies as traditional ESG data providers because they have expanded their analysis to include ESG factors alongside traditional financial metrics​​​​.

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Sustainability-linked bonds (SLBs) provide financing to issuers who commit to specific improvements in sustainability outcomes. Unlike green or sustainability bonds that fund specific projects, SLBs are tied to the issuer's overall sustainability performance and commitments to achieving predefined sustainability targets. These bonds incentivize issuers to enhance their ESG performance across various aspects, making them a flexible tool for promoting broader sustainability goals​​​​.

Top of Form

Bottom of Form

The debate around regulating the social media industry is based on risks associated with big data.

Big data (A): The social media industry collects and processes vast amounts of data from its users. The concerns about privacy, data security, and the use of this data for targeted advertising, misinformation, and other purposes are central to the debate on regulating the industry.

Digital disruption (B): While digital disruption is relevant, it is not the primary focus of the regulatory debate, which is more concerned with the implications of big data.

Embedded systems (C): Embedded systems are more related to hardware and IoT devices, not directly to the core issues in the social media regulatory debate.

References:

CFA ESG Investing Principles

Discussions on social media regulation and data privacy

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