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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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Applying ESG screens to quantitative strategies typically directs the portfolio on a top-down basis. This approach involves integrating ESG factors into the overall portfolio construction and management process, rather than evaluating individual issuers or assets in isolation. This method ensures that ESG considerations are systematically incorporated into the investment strategy, aligning with broader portfolio goals​​​​.

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Jevon’s paradox describes the phenomenon where increased efficiency leads to a reduction in resource use per unit of consumption, but overall resource consumption rises due to increased demand. (ESGTextBook[PallasCatFin], Chapter 3, Page 153)

A concert party refers to an agreement between institutions to engage with a company in a coordinated manner, usually with concrete objectives and steps agreed upon to drive change through collective shareholder action. (ESGTextBook[PallasCatFin], Chapter 6, Page 285)

As of early 2020, the Global Sustainable Investment Alliance reported that sustainable investing assets reached around USD 35 trillion, highlighting the growing adoption of ESG principles across global markets. (ESGTextBook[PallasCatFin], Chapter 2, Page 58)

The OECD Guidelines for Multinational Enterprises aim to provide voluntary principles and standards for responsible business conduct, including remedying business-related human rights abuses. These guidelines encourage companies to address and prevent violations, especially in areas such as labor rights and environmental protection.ESG Reference: Chapter 4, Page 211 - Social Factors in the ESG textbook.

ESG ratings are considered a primary source of ESG data. These ratings are generated by specialized ESG research firms and provide an assessment of a company’s ESG performance based on various metrics and methodologies. Research from consultants or regulatory scores may supplement these ratings but are not primary sources.ESG Reference: Chapter 7, Page 319 - ESG Analysis, Valuation & Integration in the ESG textbook.

Applying constraints in ESG portfolio optimization can be done through exclusionary screening, where certain sectors, companies, or activities are excluded based on ESG criteria. This is one of the most common methods used by investors to ensure that portfolios align with ESG objectives.ESG Reference: Chapter 9, Page 505 - Investment Mandates, Portfolio Analytics & Client Reporting in the ESG textbook.

Sustainability-linked bonds (SLBs) include a financial incentive for issuers to achieve specific sustainability targets. If the issuer fails to meet these targets, they agree to pay a higher coupon (interest rate) to investors, making the bonds more expensive and incentivizing issuers to fulfill their commitments.ESG Reference: Chapter 7, Page 362 - ESG Analysis, Valuation & Integration in the ESG textbook.

A family office is typically categorized as an asset owner, managing the wealth of a high-net-worth family. They often direct investment strategies, which may include ESG considerations. (ESGTextBook[PallasCatFin], Chapter 7, Page 316)

Under the EU Taxonomy, companies must ensure that their activities "do no significant harm" to any environmental objective, while aligning with at least one environmental objective. (ESGTextBook[PallasCatFin], Chapter 3, Page 123)

ESG ETFs can be constructed using a variety of rules, including both thematic investing and tilting weightings based on ESG scores. Thematic investing focuses on specific ESG themes such as clean energy, while tilting weightings involves adjusting the portfolio's exposure to companies with higher or lower ESG scores.ESG Reference: Chapter 9, Page 510 - Investment Mandates, Portfolio Analytics & Client Reporting in the ESG textbook.

One of the key challenges asset managers face is the lack of methodologies for integrating ESG considerations for non-corporate issuers, such as sovereign bonds or real estate investments. While methodologies for corporate issuers are well developed, extending these frameworks to non-corporate issuers remains a challenge.ESG Reference: Chapter 9, Page 508 - Investment Mandates, Portfolio Analytics & Client Reporting in the ESG textbook.

Health and safety is a critical social factor for institutional investors as it impacts a company’s reputation, legal risks, and operational efficiency. (ESGTextBook[PallasCatFin], Chapter 4, Page 209)

The ICGN Model Mandate Initiative emphasizes the need for a detailed disclosure of stewardship engagement and voting activity, as well as the manager's assessment of ESG risks within the portfolio. However, a comprehensive ESG-linked performance attribution analysis is not specifically required under this initiative.ESG Reference: Chapter 6, Page 305 - Engagement and Stewardship in the ESG textbook.