diff --git a/book/_toc.yml b/book/_toc.yml
index b7d4a8487169e365e581f74536c14bba8bf2c30a..f6344e8998f17b03219e2130ee042b7cfbfe1aec 100644
--- a/book/_toc.yml
+++ b/book/_toc.yml
@@ -271,7 +271,7 @@ parts:
 
     # START REMOVE-FROM-PUBLISH
     - file: pd/intro.md
-      title: Risk and Reliability
+      title: Risk Analysis
       # Already in Q1:
       # - file: pd/prob-design/overview.md
       #   sections:
@@ -280,34 +280,37 @@ parts:
       #   - file: pd/prob-design/example-river-system.md
       sections:
       - file: pd/risk-analysis/overview.md
+        title: Risk Introduction
         sections:
         - file: pd/risk-analysis/definition.md
         - file: pd/risk-analysis/steps.md
         - file: pd/risk-analysis/risk-curves.md
-      - file: pd/reliability-component/overview.md
-        sections:
-        - file: pd/reliability-component/contamination.ipynb
+      # - file: pd/reliability-component/overview.md
+      #   sections:
+      #   - file: pd/reliability-component/contamination.ipynb
         # - file: reliability-component/case-two-loads.md
         # - file: reliability-component/case-r-s.md
-      - file: pd/reliability-system/overview.md
-        sections:
+      # - file: pd/reliability-system/overview.md
+        # sections:
         # - file: reliability-system/system-series.md
         # - file: reliability-system/system-parallel.md
-        - file: pd/reliability-system/exercise-simple-city.md
+        # - file: pd/reliability-system/exercise-simple-city.md
       - file: pd/risk-evaluation/overview.md
         sections:
         - file: pd/risk-evaluation/decision.md
         - file: pd/risk-evaluation/cost-benefit.md
         - file: pd/risk-evaluation/econ-optimization.md
-        - file: pd/risk-evaluation/example-dike-height.md
+          sections:
+          - file: pd/risk-evaluation/example-dike-height.md
+            title: Optimization Example
         - file: pd/risk-evaluation/safety-standards.md
       - file: pd/exercises/overview.md
         sections:
         - file: pd/exercises/exercise-fn-curve.md
-        - file: pd/exercises/exercise-paint.md
         - file: pd/exercises/exercise-dam.md
-        - file: pd/exercises/exercise-sample-exam.md
-      - file: pd/videos.md
+        - file: pd/exercises/exercise-paint.md
+        # - file: pd/exercises/exercise-sample-exam.md
+      # - file: pd/videos.md
       # - file: pd/notebooks/overview.md
       #   sections:
       #   - file: pd/notebooks/flood-risk/Exercise_Flood_Risk_Render.ipynb
diff --git a/book/pd/exercises/exercise-dam.md b/book/pd/exercises/exercise-dam.md
index 4028f5008fc8c6f0d6405ed5f00b17da1bd08756..caf14dc23b35abc1b9d0bc163032d43a09946752 100644
--- a/book/pd/exercises/exercise-dam.md
+++ b/book/pd/exercises/exercise-dam.md
@@ -1,12 +1,10 @@
 # Dam and River
 
-<!--
-```{admonition} MUDE Exam Information
-:class: tip, dropdown
-Questions 1, 3 and 4 are representative for the Q2 MUDE exam. Question 2 is related.
+```{note}
+Only Questions 3 and 4 of this exercise are relevant for the exam material in this chapter. Note, however, that Questions 1 and 2 should be review of material from previous chapters.
 ```
 
-You are tasked to analyse the safety of a dam and the downstream river system. Downstream of the dam there is a dike ring protected by two main dike sections which must be able to contain water released from the reservoir. The dike sections are connected to each other and form a continuous boundary along the same side of the river. Let $P(F_1)=0.01$ and $P(F_2)=0.01$ denote failure probability of dike section 1 and section 2 respectively. There appears to be a correlation between failures of both sections, $\rho_{1,2}=0.9$, and the figure below shows the effect of the correlation coefficient on the joint failure of the two sections. -->
+You are tasked to analyse the safety of a dam and the downstream river system. Downstream of the dam there is a dike ring protected by two main dike sections which must be able to contain water released from the reservoir. The dike sections are connected to each other and form a continuous boundary along the same side of the river. Let $P(F_1)=0.01$ and $P(F_2)=0.01$ denote failure probability of dike section 1 and section 2 respectively. There appears to be a correlation between failures of both sections, $\rho_{1,2}=0.9$, and the figure below shows the effect of the correlation coefficient on the joint failure of the two sections.
 
 
 % commented paragraphs were used for an exam question with a fault tree
diff --git a/book/pd/exercises/exercise-paint.md b/book/pd/exercises/exercise-paint.md
index c7197db623e6affc7e64fd2a8defdaedd4bdcb2a..7b036963af482fc2d347b29b26185828b1a83fc7 100644
--- a/book/pd/exercises/exercise-paint.md
+++ b/book/pd/exercises/exercise-paint.md
@@ -1,5 +1,9 @@
 # Paint System
 
+```{note}
+This exercise is optional; it is provided to illustrate some of the concepts in the decision theory and economics-related pages of the Risk Evaluation chapter, which are not part of the exam material.  
+```
+
 In this assignment we will consider a paint system that prevents rust and corrosion on a steel structure. A high quality paint system costs €40 per square meter and has a failure probability of 0.002, which assumes that the old paint system is completely stripped off and the steel surface is cleaned prior to installation, which has an additional cost of €20 per square meter. 
 
 Common cost cutting measures are to use a cheaper paint that costs half as much, but is five times more likely to fail, or to simply sand the old paint rather than stripping it off prior to applying a new paint, which increases the failure probability by 10, but only costs €5 per square meter.
diff --git a/book/pd/intro.md b/book/pd/intro.md
index 34a363fd1c2e46a98e711608671bb9fcc215c527..4b434354f37f065de0ea92e22805080b0e71c72c 100644
--- a/book/pd/intro.md
+++ b/book/pd/intro.md
@@ -1,15 +1,7 @@
-(rr_intro2)=
-# Risk and Reliability, Part 2 
+(risk)=
+# Risk Analysis
 
-```{note}
-Before reading further than this page, be sure to review the {ref}`Part 1 Introduction Page on Risk and Reliability <rr_intro>`, which introduced and defined several key concepts.
-```
-
-Whereas Part 1 of Risk and Reliability defined risk and described how probability is used in the design process, this section focuses on the risk analysis and risk evaluation, and is organized around the following chapters: 
-
-- **Risk Analysis** as a process is formally defined and quantitative risk measures are introduced.
-- **Component Reliability** and **System Reliability** briefly introduce approaches for evaluating reliability, or $\text{P}_\text{bad thing}$, in order to carry out probabilistic assessment and design quantitatively. This is the *quantitative analysis* step of a risk analysis.
-- **Risk evaluation** provides simple quantitative tools and a framework for establishing risk-based safety standards and economic risk criteria. This is a key step in the risk analysis process.
+Throughout this book we have focused on a variety of deterministic and probabilistic topics, which probably appeared to be completely unrelated. However, in engineering practice we often need to combine deterministic and probabilistic approaches to design and assess the projects we work on and Risk Analysis concepts are an important way to facilitate this. In particular, concepts in this chapter are focused not so much on evaluating the behavior of a particular system, but rather _evaluating the risk associated with various outcomes_ and, most importantly, providing _a framework with which decisions can be made to improve it._
 
 **Risk and Reliability in Practice**
 
@@ -19,33 +11,26 @@ Despite the focus on flood management, many applications exist in other fields,
 
 
 ```{admonition} MUDE exam information
-:class: tip, dropdown
+:class: tip
 
 Concepts in this section to focus on for the Q2 MUDE exam are:
-- Definitions of risk and steps of a risk analysis
-- Simple system and component reliability (quantitative risk analysis methods)
-- Use of probability to design and assess engineering systems and components
-- Influence of dependence on simple systems and components
-- Decision analysis, cost-benefit analysis and economic optimization (risk evaluation methods)
-- Evaluation and quantification of risks for a system with three different risk metrics: individual, societal and economic
-- Application and derivation of standards for human safety (individual and societal risk)
-- Application and derivation of standards based on economic risk
-
-Although the list is long, the methods are introduced in a simple form and are always applied to simplified systems of engineering problems within Civil and Environmental Engineering and Geosciences.
+- **Risk Definition** and the **Risk Curve** (Section 8.1)
+- Evaluation of risk using various **Safety Standards** (the last page of Section 8.2)
+- In particular, it is essential that you can construct a risk curve and interpret its meaning, as well as assess it using the limit line approach
+
+A few exercises are provided at the end of this chapter, but do not exhaustively illustrate the type of questions that you can expect on the exam. See exam questions from previous years, as well as in-class activities, for additional examples.
+
 ```
 
 ```{admonition} MUDE not-on-the-exam information
-:class: tip, dropdown
-The following concepts or methods are used in this book to illustrate key subjects and examples, but you will *not* be asked to do them on the exam:
-- List from memory the steps of a risk analysis and describe all aspects in detail
-- Set up a decision tree yourself (note that you may be given a tree with values filled in and asked to interpret it)
-- Define a limit-state function yourself and calculate failure probability
-- Schematize system reliability problems (we will give you one)
-- Evaluate risk curves with more than three scenarios
-- Perform complicated cost benefit analyses
-- By now this list should give you a good enough idea of what to (not) expect...
-
-Exam questions are also designed such that specialized knowledge is not needed to solve them; however, you should be able to recognize loads and resistances and series and parallel systems for any simple civil engineering and geoscience application provided on the exam.
+:class: tip
+
+There are several pages included in this chapter that provides useful pre-requisite ot background information and _you are expected to read and understand them;_ however, these pages do _not_ need to be studied intensively for the exam. This includes:
+
+- Steps of a Risk Analysis (second page in Section 8.1)
+- Decision analysis, cost benefit analysis and economic optimization (first 3 pages in Section 8.2)
+- The Paint System example (Section 8.3)
+
 ```
 
 [^dike]: A dike is a structure, typically made of soil, that protects a specific region from flooding by physically holding back water. Usually associated with rivers, such structures are also widely used on the coast, especially in low elevation areas such as the Netherlands. The Dutch word for levee is *dijk,* but English word *dike* is used in this book. Outside of the Netherlands the words *embankment* and *levee* are used.
\ No newline at end of file
diff --git a/book/pd/risk-analysis/overview.md b/book/pd/risk-analysis/overview.md
index cc54bc2aaddc46ddaf4ff1f7667eae417accead8..187a72fc6d8049f7bfd1e53d0edf97870eb83ac8 100644
--- a/book/pd/risk-analysis/overview.md
+++ b/book/pd/risk-analysis/overview.md
@@ -1,6 +1,10 @@
-# Risk Analysis
+# Introduction to Risk Analysis
 
-This book splits risk into two parts: risk *analysis* and risk *evaluation.* This chapter considers the analysis of risks from a broad perspective, beginning with definitions and key steps of a risk analysis, illustrated quantitatively through an FN curve. The next two chapters explore quantitative analyses (component and system reliability) before returning to risk evaluation concepts of decision theory, cost benefit analysis and safety standards, where the principal focus is on making decisions and answering the question 'how safe is safe enough?'
+This book splits risk into two parts: risk *introduction* and risk *evaluation.* This chapter in particular introduces the _analysis_ of risks from a broad perspective, beginning with definitions and key steps of a risk analysis, illustrated quantitatively through an FN curve. The next chapter covers risk _evaluation_ concepts decision theory, cost benefit analysis and safety standards, where the principal focus is on making decisions and answering the question 'how safe is safe enough?'
+
+```{note}
+The most important part of this chapter is the definition of risk and risk curves.
+```
 
 <!--
 ```{admonition} MUDE exam information
diff --git a/book/pd/risk-analysis/steps.md b/book/pd/risk-analysis/steps.md
index 154fe6cc6da82e2278f08e93d6f33defcf5f9ff0..755453490a84f5b56728efbe7cb77cedd93992c9 100644
--- a/book/pd/risk-analysis/steps.md
+++ b/book/pd/risk-analysis/steps.md
@@ -1,6 +1,9 @@
 (risk_steps)=
 # Steps in a Risk Analysis
 
+```{note}
+It is important to read and understand the content on this page, however, it does _not_ need to be studied for the exam. 
+```
 
 The previous section made it clear that risk is a function of probabilities and consequences. Risk analysis, therefore, consists of an analysis of probabilities and consequences associated with undesired events in a given system. Alternative terms used in literature are risk assessment and quantitative risk analysis (QRA). 
 
diff --git a/book/pd/risk-evaluation/cost-benefit.md b/book/pd/risk-evaluation/cost-benefit.md
index 254f44d7e4ebfb88fb7e23dce2fc8b88077dbba4..89affb990cc0c413107a181adc664f02382900b2 100644
--- a/book/pd/risk-evaluation/cost-benefit.md
+++ b/book/pd/risk-evaluation/cost-benefit.md
@@ -1,6 +1,10 @@
 (cost_benefit)=
 # Cost Benefit Analysis
 
+```{note}
+It is important to read and understand the content on this page, however, it does _not_ need to be studied for the exam. 
+```
+
 This section deals with simplified cost benefit analysis for risk reduction interventions in the engineering domain. An important question in evaluating (engineering) projects is whether the benefits outweigh the costs. Cost benefit analysis (CBA) is generally used for appraisal of a wide range of effects of projects or interventions in order to support decision making. The cost benefit analysis starts with defining the system and existing situation. Then, a broad range of effects of the proposed project and intervention can be identified.
 
 {numref}`costs_and_benefits` below shows an overview of effects of the Delta works that were built after the 1953 flood disaster in the Netherlands. The main aim of the delta works was to provide flood protection to the Southwest of the Netherlands. However, other effects included the agricultural benefits to the region (benefits) and the effects on environmental quality in the estuaries in which dams were built (costs or negative effects).
diff --git a/book/pd/risk-evaluation/decision.md b/book/pd/risk-evaluation/decision.md
index 9dfda7e099979099e6e9301875ac3166f73efa07..271ce97a0a05a9a45ca7ca8c0538eee2e66092e5 100644
--- a/book/pd/risk-evaluation/decision.md
+++ b/book/pd/risk-evaluation/decision.md
@@ -1,6 +1,10 @@
 (decision)=
 # Decision Analysis
 
+```{note}
+It is important to read and understand the content on this page, however, it does _not_ need to be studied for the exam. 
+```
+
 Decision analysis, or decision-making under uncertain conditions is part of everyday life: when choosing to buy a lottery ticket or choosing to take an umbrella during cloudy weather. In contrast to the rather intuitive decision making in everyday matters, a structured analysis of different alternatives with associated risks, costs and benefits is very useful for decisions in (civil) engineering. This chapter offers a very basic introduction into the decision theory with applications to decision problems in the civil engineering domain. Further reference is made to the work by other scholars for more rigorous and detailed treatment of this topic. See, for example {cite:t}`raiffa1961`; {cite:t}`benjamin1970`.
 
 ## Introduction
diff --git a/book/pd/risk-evaluation/econ-optimization.md b/book/pd/risk-evaluation/econ-optimization.md
index a1062b8c831195e8cf265a377665712c15b65798..7d9e8ee0a334a9a8bed9fed90b346bc9be27eaa9 100644
--- a/book/pd/risk-evaluation/econ-optimization.md
+++ b/book/pd/risk-evaluation/econ-optimization.md
@@ -1,6 +1,10 @@
 (econ_optimization)=
 # Economic Optimization
 
+```{note}
+It is important to read and understand the content on this page, however, it does _not_ need to be studied for the exam. 
+```
+
 The previous sections have focussed on decisions for which the number of actions was limited, e.g. excavation with or without drainage and the associated costs and benefits. However, there are several situations in which the number of actions is unlimited. This occurs when the failure probability level has to be decided for a system that is yet to be designed, with an infinite number of design options. An example of this type of decision problem is the heightening of dikes, as in theory an unlimited amount of values can be chosen for the elevation, e.g. 2m, 5m, 5.1m, 5.11m, 5.1111m 6m etc.
 
 For this situation an economic optimization that takes into account the costs of increasing the safety level and reducing the risks can be applied to derive an optimal level of safety (or the optimal “failure probability”). The economic optimization was developed and applied by {cite:t}`vandantzig1956`, to derive the optimal dike height for South Holland after the 1953 storm surge disaster, as will be further elaborated in the next section.
diff --git a/book/pd/risk-evaluation/example-dike-height.md b/book/pd/risk-evaluation/example-dike-height.md
index 8aea567dfe94aefca3ec75ffb9b97ce9ceba8d61..e246b1c5f76400d2f0ac10f9007f197aa9ef24c7 100644
--- a/book/pd/risk-evaluation/example-dike-height.md
+++ b/book/pd/risk-evaluation/example-dike-height.md
@@ -1,5 +1,5 @@
 (ex-dike-height)=
-# Optimization Example
+# Economic Optimization Example
 
 Economic optimization is illustrated through the determination of an optimial dike height to protect against flooding.
 
diff --git a/book/pd/risk-evaluation/overview.md b/book/pd/risk-evaluation/overview.md
index 0ba0362281debdb27259db8536572e1c7867792b..b62f1b8cfc1d86efc8b0cfda9fbe232c39833a88 100644
--- a/book/pd/risk-evaluation/overview.md
+++ b/book/pd/risk-evaluation/overview.md
@@ -3,6 +3,10 @@
 
 This chapter focuses on the evaluation of risk (Step 4) by applying several different techniques. While the Sections may seem long, the methods are relatively simple and a lot of examples and explanations are provided to illustrate how they can be applied in practice. After this chapter, you will be ready to try all of the practice problems in the Exercise Chapter.
 
+```{note}
+The most important part of this chapter is the last page, which introduces several techniques for assessing risk. The other sections provide background information and examples that are useful for understanding the concepts, but are not essential for the exam.
+```
+
 <!--
 ```{admonition} MUDE Exam Information
 :class: tip, dropdown
diff --git a/book/pd/risk-evaluation/safety-standards.md b/book/pd/risk-evaluation/safety-standards.md
index 88ba32a674e186ba91a8a7716c810f703ee2bb1c..4739cb517d43a82d55a40f58b52ea6f2a8ace7c5 100644
--- a/book/pd/risk-evaluation/safety-standards.md
+++ b/book/pd/risk-evaluation/safety-standards.md
@@ -1,6 +1,10 @@
 (safety_standards)=
 # Safety Standards
 
+```{note}
+It is important to read and understand the content on this page, however, it does _not_ need to be studied for the exam. 
+```
+
 When answering the question “how safe is safe enough” a merely economic treatment with cost benefit analysis or economic optimization is often not sufficient for activities with risks to people. Therefore, criteria have been developed that focus on risks to human life. This section focuses on safety standards and criteria for evaluating the risk to life. 
 
 Two aspects are typically considered when evaluating and regulating risks to the public: the total or population-wide effects, and the distribution of effects within the affected population. {numref}`risk_evaluation` summarizes these perspectives. The societal perspective is concerned with ‘total effect’ and the effects of large-scale accidents on the society, in terms of economic damages and life loss. The individual perspective is concerned with distributive justice (‘equity’), i.e. the distribution of harm over the population.