National University of Singapore · FACULTY OF ENVIRONMENTAL SCIENCE

DSS5101 Chap.5 Synergies and Trade-offs Between the Goals

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Chapter 5 of 10 · DSS5101

Synergies and Trade-offs Between the Goals

Testing whether the goals pull together

The Agenda asserts that its goals are integrated and indivisible. The Week 2 lecture tests the assertion with a study by Pradhan and colleagues, published in 2017, which set out to provide the first complete quantification of synergies and trade-offs within and across the goals.

A synergy is progress on one goal that favours progress on another; a trade-off is progress on one that hinders another. The study used official indicator data for 227 countries and classified each pair of indicators by the strength of its rank correlation, after aligning signs so that every indicator points towards progress.

What the data showed

Within every goal, synergies outweighed trade-offs.

Between goals, no poverty was synergistic with most other goals, and good health also ranked highly. Trade-offs clustered in decent work and economic growth, industry and infrastructure, responsible consumption and production, and life on land.

Responsible consumption was the goal most often associated with trade-offs, and the conflict between health and responsible consumption was the most widespread at country level, found as the top trade-off in 121 countries.

The lecture explains the pattern through a development path that improves human welfare at the expense of the environment: reducing poverty has so far raised consumption and production at a rate that damages the planet.

Why the result needs careful reading

Three cautions follow from the method. Correlation does not establish causation, and past relationships may not hold in future.

Some goals share indicators, such as disaster deaths under goals 1, 11 and 13, so part of their apparent synergy is built into the framework. And the study could not analyse life below water at all for lack of data. A Nature editorial set for the course adds that integration has been neglected in policy practice, citing the conflict between agricultural expansion for zero hunger and the protection of biodiversity.

In this chapter

What this chapter covers

  • 01

    Synergy and trade-off defined as helping or hindering

  • 02

    Official indicator data for 227 countries

  • 03

    No poverty and good health as synergy leaders

  • 04

    Responsible consumption as the most conflicted goal

  • 05

    Why growth-led welfare produces trade-offs

  • 06

    Three cautions: causality, shared indicators, missing data

Worked example · free

Classifying indicator pairs with the study's thresholds

Q [6 marks]. After sign alignment, three indicator pairs in one country have rank correlations of +0.72, -0.41 and -0.66. Using the study's thresholds, classify each pair and explain what the middle result does and does not tell you. The step weighting shown here is an AskSia study allocation and is not a University marking scheme.
Figure 5.1.Figure 5.1. The classification rule. A significant correlation above +0.6 is a synergy, below −0.6 a trade-off; anything between is left unclassified. -1 -0.6 0 +0.6 +1 trade-off not classified synergy Spearman correlation between two indicators, signs aligned
Figure 5.1. The classification rule. A significant correlation above +0.6 is a synergy, below −0.6 a trade-off; anything between is left unclassified.
  • 1State the two thresholds.
  • 3Classify each pair.
  • 2Interpret the unclassified pair.
The study counts a significant correlation above +0.6 as a synergy and one below -0.6 as a trade-off, leaving values in between unclassified. So +0.72 is a synergy, -0.66 is a trade-off, and -0.41 is unclassified. The middle pair shows a weak negative association, which is not strong enough to count as conflict under this rule; it does not show the goals are independent, and it does not show harm. It could reflect noise, a short series or a relationship that is changing over time, so it deserves a note rather than a conclusion.
Sia tip — Always align signs before you read a correlation between goals. Reverse any indicator where a fall is good news, such as mortality or emissions, and only then compare it with the thresholds.
Glossary

Key terms

Synergy
A relationship in which progress on one goal or indicator favours progress on another, counted in the study as a correlation above +0.6.
Trade-off
A relationship in which progress on one goal or indicator hinders progress on another, counted in the study as a correlation below -0.6.
Rank Correlation
A measure of how consistently two variables move together in order rather than in exact amount, used because it is less sensitive to outliers.
Sign Alignment
Reversing indicators where a decrease is desirable so that every indicator points towards progress before correlations are compared.
Shared Indicator
An indicator used under more than one goal, which makes those goals appear to move together whether or not one causes the other.
FAQ

Synergies and Trade-offs Between the Goals FAQ

Which goals show the most synergies?

No poverty is synergistic with most other goals and appears repeatedly among the strongest pairs, and good health also ranks highly. Within their own indicators, goals such as no poverty, health, education, reduced inequality, responsible consumption and climate action show mostly positive relationships.

Which goals trade off most often?

Decent work and economic growth, industry and infrastructure, responsible consumption and production, and life on land carry high shares of trade-offs. Responsible consumption turns up in conflicts more than any other goal, trading off against ten other goals in the lecture's summary.

Why does responsible consumption conflict with so many goals?

Most progress on welfare goals has come through growth that raises material use. Countries with better health care tend to have larger material footprints, so health and responsible consumption pull apart in the data. The authors attribute this to the prevailing development path, not to a law of nature.

Does a synergy prove that one goal causes progress on another?

No. The study measures correlation between indicator series, and the authors state that correlation does not imply causation. A shared indicator or a common driver such as rising income can produce a synergy without any direct link between the goals.

Why is life below water missing from the analysis?

The study could not analyse it because too little indicator data existed. Its absence from the results is a gap in evidence, not a finding that ocean goals are free of trade-offs.

Study strategy

Assessment move

Keep two lists as you revise: goals that tend to move together and goals that tend to conflict, each with one sentence of mechanism. When you meet a policy case, check which list it falls into and whether a shared indicator could explain the pattern before accepting it as real.

Working through Synergies and Trade-offs Between the Goals in DSS5101? Sia is AskSia’s AI Environmental Science tutor — ask any DSS5101 Synergies and Trade-offs Between the Goals question and get a clear, step-by-step explanation grounded in how DSS5101 is taught and assessed. Read this chapter free, then take your hardest questions to Sia.

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