Edition 2026
T H E A M S T E R D A M E X A M - PA S S B L U E P R I N T
Research Methodology &
Data Analysis
The complete crash course for passing your exam: a full
summary with exam-style problems, every calculation
shown, every variable explained.
One summary. One notebook. A pass.
01 The Harsh Truth & Psychological Launchpad p. 1
02 Core Concepts & Variable Mechanics p. 3
03 The Deep-Dive Exam Problem Factory p. 11
04 The 48-Hour Emergency Panic Index p. 43
Independent study material. Not affiliated with, or endorsed by, any university, school or publisher. Check your own course requirements.
, T HE HARSH T RUT H & PSYCHO LO G ICAL L AUNCHPAD
MODULE 1
The Harsh Truth & Psychological
Launchpad
To the student who starts today, with the exam ahead
Print this document today. Not tonight, not tomorrow morning. A file on a laptop competes with
every notification you own; paper does not. Put the printed pages in your bag now, so that the
booklet travels with you to every tram, every lecture, every shift. Research Methodology punishes
vagueness, and vagueness grows fastest in students who only ever scroll their material.
Then buy one notebook. Completely clean, completely empty, no old lecture notes in the back.
This notebook has one job: every calculation step written by hand, with the numbers substituted. If
you compute a mean, you write 1,250 + 1,310 + 1,180 = 3,740, then 3,740 divided by 3 = 1,246.67,
rounded to two decimals. You do not write 'mean = 1,246.67'. Examiners usually award partial
credit for visible steps; in past exams, students lost points not because the answer was wrong but
because no working existed to credit. Fill that notebook problem after problem until the last page is
used.
Now protect your hours. If your situation allows it, ask your employer for fewer shifts or a lighter
schedule until the exam. Many students genuinely cannot do this; rent in Amsterdam does not
pause for an exam. If that is you, do not feel guilty for one second, and do not pretend it is a dis‐
aster. Use the realistic alternative: two protected study blocks around each shift, forty-five minutes
before you leave and forty-five minutes after you return. Two blocks, every shift day, written into
your phone calendar as appointments you do not cancel.
Pack your bag and work where other people are visibly working. Your university library, a public
library or a quiet study room. Check their current opening hours and access rules yourself, be‐
cause these change and I will not invent them for you. The mechanism is simple: when the people
around you are focused, your threshold for picking up your phone rises. Your bedroom offers no
such pressure.
Finally, grade yourself with the Self-Grading Scorecard below, brutally. A score you inflate today
becomes a surprise you cannot survive on exam day. If you missed the direction of a relationship,
you lose the point. If you wrote 'significant' without naming the p-value and the alpha, you lose the
point. The scorecard is not there to make you feel capable. It is there to show you, in writing, ex‐
actly which page to redo tomorrow.
The time you have is enough. Wasted evenings are not. Start the first page tonight.
The Academic Mother
The Amsterdam Exam-Pass Blueprint · Research Methodology & Data Analysis 1
, T HE HARSH T RUT H & PSYCHO LO G ICAL L AUNCHPAD
Your four non-negotiables
1 2
Print this booklet today One clean, empty notebook
Paper, not a screen. You will write on it, fold it and Write every calculation step by hand, problem after
carry it. problem, until the notebook is completely full.
3 4
Protect your study time Sit among focused people
If your situation allows, ask for fewer shifts before the Pack your bag and go to your university library, a
exam. If it doesn't, that's fine: guard two focused public library or a quiet study room. Their focus
hours around each shift. becomes yours.
How to grade yourself
1. Score only what is visibly written on the page. If you thought it but did not write it, it scores zero, because
the examiner also cannot see it.
2. Grade before you look at any answer key, then mark corrections in a different colour so that the original
errors stay readable.
3. A half-correct answer is zero, not one. The point exists only when the step, the number and the direction
are all present.
4. Write the score and the date at the top of every attempt. If the same criterion fails twice, that topic
becomes tomorrow's first block.
Self-Grading Scorecard: 10 points, any problem in this booklet Pass line:
Criterion Proof in your notebook Pts Mine
Correct concept or The name of the concept, variable role or statistical test is written in full, with 2
test identified one sentence giving the reason for choosing it over the nearest alternative.
Full working with Every arithmetic step appears on the page with the actual figures inserted, 3
numbers substituted including the summation, the division and any square root, not only the final
value.
Correct final answer, The result carries its unit (euros as €1,250.00, percentages as 12.5%, or 2
units and rounding 'unitless' for r) and the rounding used is stated in words, for example 'rounded
to two decimals'.
Direction and One written sentence of the form: if X increases, Y moves in this direction, 2
mechanism explained because of this mechanism; for test output, the p-value is compared to alpha
and the decision on H0 is stated.
Exam-ready wording The answer is written as full sentences a marker could read without you 1
present, using the course terms correctly and avoiding the claim that correlation
proves causation.
• Below 7 out of 10: redo the same problem tomorrow from a blank page, without looking at today's attempt first.
• 7 or 8 out of 10: keep the page, but write the lost criterion at the top in capitals and watch for it in the next problem.
• 9 or 10 out of 10 twice in a row on the same topic: move on, and schedule one cold retest of that topic for your final review.
The Amsterdam Exam-Pass Blueprint · Research Methodology & Data Analysis 2
, C O RE CO NCE PTS & VARIABL E ME CHANICS
MODULE 2
Core Concepts & Variable Mechanics
Module 2 is the engine room of this course. Everything the examiner asks in Part A and in the business cases comes
back to six core concepts: what a variable is and what role it plays, what level of measurement you are holding in your
hands, how to compute and interpret the centre of a data set, how to compute and interpret its spread, how a hypo‐
thesis test turns a p-value into a decision, and how correlation and regression turn two columns of numbers into a
business statement. You started yesterday. That is enough, but only if you stop reading theory in the abstract and start
rebuilding each concept from a concrete number. Every section below gives you the formula, the exact units, the
mechanical chains (if X moves, Y must move in this direction, for this reason), one worked example with every opera‐
tion written out, and the trap that costs students points. Work with a pen and a blank notebook page next to you. Re-
derive, do not re-read. In past exams the open questions were marked on elaboration, not on one-word answers, so
train yourself to write the mechanism in full sentences from the start.
THE BOOK BEHIND THIS COURSE
Research Methods
For Business: A Research Methods For Business: A Skill-Building Approach
Skill-Building
Approach Uma Sekaran, Roger Bougie · 7th (2019) or 8th (2020) edition · John Wiley & Sons · 2019/2020 (edition
unconfirmed)
Uma Sekaran, Roger Bougie
Check which edition your own course uses: chapter numbers can shift between editions.
Chapter-by-chapter map: Module 4.
7TH (2019) OR 8TH (2020)
EDITION
Variable roles: independent, dependent, mediating, moderating
Nearly every past exam case asks you to label the variables and draw the conceptual model, and a wrong label destroys the hypotheses that
follow.
A variable is any characteristic that can take different values across the units you study. The independent variable (IV) is the
presumed cause: it is the thing that varies first. The dependent variable (DV) is the presumed effect: it is the outcome the
manager actually cares about. A mediating (intervening) variable sits in the middle of the chain in time: the IV changes it, and
it then changes the DV, so it explains why the relationship exists. A moderating variable does not sit in the chain; it sits be‐
side it and changes the strength or direction of the IV to DV relationship, so it explains when or for whom the relationship
holds. Take a bike-repair shop in De Pijp. Average waiting time at the counter is the IV. Customer repeat-visit intention is the
DV. Perceived service quality is the mediator: longer waiting lowers perceived quality, and lower perceived quality lowers re‐
peat intention. Whether the customer holds a monthly maintenance subscription is the moderator: for subscribers the effect
of waiting on repeat intention is weak, for walk-in customers it is strong. The conceptual model is just these four boxes with
arrows: IV to DV, IV to mediator to DV, and the moderator arrow pointing at the middle of the IV to DV arrow, never at a box.
Symbol Variable Unit Role in the model
independent units of the cause, for example minutes of waiting time Manipulated or
variable (cause) observed first; pushes Y
directly and pushes M.
dependent units of the outcome, for example repeat-visit intention on a 1 to 7 scale Pushed by X, by M, and
variable indirectly by Z through
(outcome) the interaction.
mediating units of the mediator, for example perceived service quality on a 1 to 7 scale Pushed by X at time T2
(intervening) and pushes Y at time
variable T3; carries the effect.
moderating units of the moderator, often a category such as subscriber or non-subscriber Does not carry the
variable effect; changes how
strongly X pushes Y.
H OW T H E VA R I A B L E S P U S H E AC H OT H E R
Average waiting time X rises from 4 minutes to 9 → Perceived service quality M falls, and because M falls, repeat-visit intention
minutes. Y falls.
The Amsterdam Exam-Pass Blueprint · Research Methodology & Data Analysis 3
T H E A M S T E R D A M E X A M - PA S S B L U E P R I N T
Research Methodology &
Data Analysis
The complete crash course for passing your exam: a full
summary with exam-style problems, every calculation
shown, every variable explained.
One summary. One notebook. A pass.
01 The Harsh Truth & Psychological Launchpad p. 1
02 Core Concepts & Variable Mechanics p. 3
03 The Deep-Dive Exam Problem Factory p. 11
04 The 48-Hour Emergency Panic Index p. 43
Independent study material. Not affiliated with, or endorsed by, any university, school or publisher. Check your own course requirements.
, T HE HARSH T RUT H & PSYCHO LO G ICAL L AUNCHPAD
MODULE 1
The Harsh Truth & Psychological
Launchpad
To the student who starts today, with the exam ahead
Print this document today. Not tonight, not tomorrow morning. A file on a laptop competes with
every notification you own; paper does not. Put the printed pages in your bag now, so that the
booklet travels with you to every tram, every lecture, every shift. Research Methodology punishes
vagueness, and vagueness grows fastest in students who only ever scroll their material.
Then buy one notebook. Completely clean, completely empty, no old lecture notes in the back.
This notebook has one job: every calculation step written by hand, with the numbers substituted. If
you compute a mean, you write 1,250 + 1,310 + 1,180 = 3,740, then 3,740 divided by 3 = 1,246.67,
rounded to two decimals. You do not write 'mean = 1,246.67'. Examiners usually award partial
credit for visible steps; in past exams, students lost points not because the answer was wrong but
because no working existed to credit. Fill that notebook problem after problem until the last page is
used.
Now protect your hours. If your situation allows it, ask your employer for fewer shifts or a lighter
schedule until the exam. Many students genuinely cannot do this; rent in Amsterdam does not
pause for an exam. If that is you, do not feel guilty for one second, and do not pretend it is a dis‐
aster. Use the realistic alternative: two protected study blocks around each shift, forty-five minutes
before you leave and forty-five minutes after you return. Two blocks, every shift day, written into
your phone calendar as appointments you do not cancel.
Pack your bag and work where other people are visibly working. Your university library, a public
library or a quiet study room. Check their current opening hours and access rules yourself, be‐
cause these change and I will not invent them for you. The mechanism is simple: when the people
around you are focused, your threshold for picking up your phone rises. Your bedroom offers no
such pressure.
Finally, grade yourself with the Self-Grading Scorecard below, brutally. A score you inflate today
becomes a surprise you cannot survive on exam day. If you missed the direction of a relationship,
you lose the point. If you wrote 'significant' without naming the p-value and the alpha, you lose the
point. The scorecard is not there to make you feel capable. It is there to show you, in writing, ex‐
actly which page to redo tomorrow.
The time you have is enough. Wasted evenings are not. Start the first page tonight.
The Academic Mother
The Amsterdam Exam-Pass Blueprint · Research Methodology & Data Analysis 1
, T HE HARSH T RUT H & PSYCHO LO G ICAL L AUNCHPAD
Your four non-negotiables
1 2
Print this booklet today One clean, empty notebook
Paper, not a screen. You will write on it, fold it and Write every calculation step by hand, problem after
carry it. problem, until the notebook is completely full.
3 4
Protect your study time Sit among focused people
If your situation allows, ask for fewer shifts before the Pack your bag and go to your university library, a
exam. If it doesn't, that's fine: guard two focused public library or a quiet study room. Their focus
hours around each shift. becomes yours.
How to grade yourself
1. Score only what is visibly written on the page. If you thought it but did not write it, it scores zero, because
the examiner also cannot see it.
2. Grade before you look at any answer key, then mark corrections in a different colour so that the original
errors stay readable.
3. A half-correct answer is zero, not one. The point exists only when the step, the number and the direction
are all present.
4. Write the score and the date at the top of every attempt. If the same criterion fails twice, that topic
becomes tomorrow's first block.
Self-Grading Scorecard: 10 points, any problem in this booklet Pass line:
Criterion Proof in your notebook Pts Mine
Correct concept or The name of the concept, variable role or statistical test is written in full, with 2
test identified one sentence giving the reason for choosing it over the nearest alternative.
Full working with Every arithmetic step appears on the page with the actual figures inserted, 3
numbers substituted including the summation, the division and any square root, not only the final
value.
Correct final answer, The result carries its unit (euros as €1,250.00, percentages as 12.5%, or 2
units and rounding 'unitless' for r) and the rounding used is stated in words, for example 'rounded
to two decimals'.
Direction and One written sentence of the form: if X increases, Y moves in this direction, 2
mechanism explained because of this mechanism; for test output, the p-value is compared to alpha
and the decision on H0 is stated.
Exam-ready wording The answer is written as full sentences a marker could read without you 1
present, using the course terms correctly and avoiding the claim that correlation
proves causation.
• Below 7 out of 10: redo the same problem tomorrow from a blank page, without looking at today's attempt first.
• 7 or 8 out of 10: keep the page, but write the lost criterion at the top in capitals and watch for it in the next problem.
• 9 or 10 out of 10 twice in a row on the same topic: move on, and schedule one cold retest of that topic for your final review.
The Amsterdam Exam-Pass Blueprint · Research Methodology & Data Analysis 2
, C O RE CO NCE PTS & VARIABL E ME CHANICS
MODULE 2
Core Concepts & Variable Mechanics
Module 2 is the engine room of this course. Everything the examiner asks in Part A and in the business cases comes
back to six core concepts: what a variable is and what role it plays, what level of measurement you are holding in your
hands, how to compute and interpret the centre of a data set, how to compute and interpret its spread, how a hypo‐
thesis test turns a p-value into a decision, and how correlation and regression turn two columns of numbers into a
business statement. You started yesterday. That is enough, but only if you stop reading theory in the abstract and start
rebuilding each concept from a concrete number. Every section below gives you the formula, the exact units, the
mechanical chains (if X moves, Y must move in this direction, for this reason), one worked example with every opera‐
tion written out, and the trap that costs students points. Work with a pen and a blank notebook page next to you. Re-
derive, do not re-read. In past exams the open questions were marked on elaboration, not on one-word answers, so
train yourself to write the mechanism in full sentences from the start.
THE BOOK BEHIND THIS COURSE
Research Methods
For Business: A Research Methods For Business: A Skill-Building Approach
Skill-Building
Approach Uma Sekaran, Roger Bougie · 7th (2019) or 8th (2020) edition · John Wiley & Sons · 2019/2020 (edition
unconfirmed)
Uma Sekaran, Roger Bougie
Check which edition your own course uses: chapter numbers can shift between editions.
Chapter-by-chapter map: Module 4.
7TH (2019) OR 8TH (2020)
EDITION
Variable roles: independent, dependent, mediating, moderating
Nearly every past exam case asks you to label the variables and draw the conceptual model, and a wrong label destroys the hypotheses that
follow.
A variable is any characteristic that can take different values across the units you study. The independent variable (IV) is the
presumed cause: it is the thing that varies first. The dependent variable (DV) is the presumed effect: it is the outcome the
manager actually cares about. A mediating (intervening) variable sits in the middle of the chain in time: the IV changes it, and
it then changes the DV, so it explains why the relationship exists. A moderating variable does not sit in the chain; it sits be‐
side it and changes the strength or direction of the IV to DV relationship, so it explains when or for whom the relationship
holds. Take a bike-repair shop in De Pijp. Average waiting time at the counter is the IV. Customer repeat-visit intention is the
DV. Perceived service quality is the mediator: longer waiting lowers perceived quality, and lower perceived quality lowers re‐
peat intention. Whether the customer holds a monthly maintenance subscription is the moderator: for subscribers the effect
of waiting on repeat intention is weak, for walk-in customers it is strong. The conceptual model is just these four boxes with
arrows: IV to DV, IV to mediator to DV, and the moderator arrow pointing at the middle of the IV to DV arrow, never at a box.
Symbol Variable Unit Role in the model
independent units of the cause, for example minutes of waiting time Manipulated or
variable (cause) observed first; pushes Y
directly and pushes M.
dependent units of the outcome, for example repeat-visit intention on a 1 to 7 scale Pushed by X, by M, and
variable indirectly by Z through
(outcome) the interaction.
mediating units of the mediator, for example perceived service quality on a 1 to 7 scale Pushed by X at time T2
(intervening) and pushes Y at time
variable T3; carries the effect.
moderating units of the moderator, often a category such as subscriber or non-subscriber Does not carry the
variable effect; changes how
strongly X pushes Y.
H OW T H E VA R I A B L E S P U S H E AC H OT H E R
Average waiting time X rises from 4 minutes to 9 → Perceived service quality M falls, and because M falls, repeat-visit intention
minutes. Y falls.
The Amsterdam Exam-Pass Blueprint · Research Methodology & Data Analysis 3
