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IIBA CBDA Exam Questions

Exam Name: IIBA Certification in Business Data Analytics Exam
Exam Code: CBDA IIBA - CBDA
Related Certification(s): IIBA Specialized Business Analysis Certifications
Certification Provider: IIBA
Actual Exam Duration: 120 Minutes
Number of CBDA practice questions in our database: 152 (updated: Oct. 29, 2026)
Expected CBDA Exam Topics, as suggested by IIBA :
  • Topic 1: Financial Transactions and Fraud Schemes: This section evaluates your understanding of fraudulent financial transactions in accounting records. You'll need to showcase your knowledge of fundamental accounting and auditing principles, various fraud schemes, fraud deterrence through internal controls, additional relevant accounting and auditing topics.
  • Topic 2: Law: This portion examines your grasp of legal frameworks used in prosecuting fraud cases. It also assesses your awareness of the legal implications involved in conducting fraud examinations such as elements of criminal and civil law, evidentiary rules, and legal rights of defendants and plaintiffs.
  • Topic 3: Investigations: This domain assesses your proficiency in essential investigative techniques for gathering evidence and identifying fraud perpetrators and it covers effective interviewing strategies, methods for obtaining statements, accessing and utilizing public records, techniques for tracking illicit financial activities Recognizing deceptive behavior, and crafting comprehensive investigation reports.
  • Topic 4: Fraud Prevention and Deterrence: In this segment, candidates are tested for their knowledge of fraud motivations and preventive measures such as theories of criminal behavior, characteristics of white-collar crime, patterns in occupational fraud, strategies for fraud prevention, conducting fraud risk assessments, ethical standards as outlined in the ACFE Code of Professional Ethics.
Disscuss IIBA CBDA Topics, Questions or Ask Anything Related
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Melissa Johnson

1 month ago
Use results to influence decision making and guide organization level strategy carried more weight than I expected. I passed after studying how to translate findings into actions, risks, and measurable impact for stakeholders.
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Linda Baker

2 months ago
Use Results to Influence Business Decision Making problems presented trade-offs and asked which recommendation best aligns with KPIs and stakeholder constraints, often requiring cost-benefit reasoning. Study decision frameworks, translate analytics into business impact, and rehearse framing recommendations with clear actions and risks. I managed to pass the exam and found that rehearsing executive-style recommendations was decisive in my performance.
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Linda Cook

2 months ago
The analyze data portion was manageable, but the exam pushed me to connect methods to the problem rather than pick techniques by habit. I passed by mapping common business questions to appropriate analytics approaches and validation steps.
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Jeffrey Reed

3 months ago
Interpret and Report Results questions typically asked which visualization or summary best communicates findings to specific stakeholders while highlighting limitations and confidence. Practice crafting concise takeaway statements, choosing visuals that map to the audience, and explicitly stating assumptions and uncertainty. I took the exam and passed, and practicing interpretation-focused case studies made the reporting items far less intimidating.
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Kimberly Wilson

3 months ago
What tripped me up was the interpret and report results section, since the best answer often depended on audience and decision context. I passed once I focused on communicating insights with limitations instead of overexplaining the analysis.
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Sarah Evans

4 months ago
Analyze Data items often required selecting the right technique given variable types and assumptions, or interpreting analysis outputs with tricky distractors about causation and significance. Brush up on basic statistics, model assumptions, handling outliers, and when to use descriptive versus inferential methods. I recently cleared the CBDA and used a focused drill on statistical decision rules, and Pass4Success practice accelerated my revision.
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Richard Anderson

4 months ago
IIBA’s CBDA really tested data sourcing and quality tradeoffs, especially when multiple datasets looked usable but only one fit the question. I passed by practicing how I would justify assumptions and document constraints.
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William Nguyen

5 months ago
Source Data questions tended to present datasets with gaps, duplicates, or unclear lineage and ask which source is most reliable or what preprocessing steps are required. Review data quality dimensions, metadata, and common ETL pitfalls so you can justify why a source is fit for purpose. I sat the exam and passed, and real scenarios in study materials helped me spot sampling bias quickly.
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Jennifer Williams

5 months ago
The CBDA exam felt less about formulas and more about framing the right research questions and tying them to business outcomes. I passed after drilling scenario questions and rewriting my rationale for each answer choice.
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Steven Baker

6 months ago
The Identify the Research Questions section gave me vignette questions where you must pick the best measurable question that matches a business objective, often contrasting well-scoped versus vague options. Study how to convert business goals into dependent and independent variables and practice spotting scope and feasibility issues. I managed to pass the exam after focused practice and thanks Pass4Success for a targeted set of practice questions that saved me time.
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Steven Carter

7 months ago
Honestly, assessing data provenance and quality in the Source Data section threw me off because the scenarios mixed missingness, biases and lineage. Using a strict checklist and practicing scenario questions helped a lot.
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Barbara Clark

6 months ago
Also, I noticed many questions required choosing the best next step when data quality issues conflicted with time constraints.
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Lisa Sanchez

6 months ago
Funny thing, the Interpret and Report Results questions tested how you'd explain uncertainty to executives more than the math itself.
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Donald Adams

6 months ago
Sometimes the Use Results to Influence Business Decision Making scenarios demanded balancing short term gains against long term strategy and that was subtle.
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Paul Ramirez

6 months ago
When I practiced framing research questions, sketching stakeholders and desired decisions first made selecting metrics easier.
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Tiffany Parker

6 months ago
In my case I found the Analyze Data section's focus on selecting appropriate statistical techniques to match research questions trickier than I expected on the CBDA exam.
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Queen

7 months ago
The IIBA Certification in Business Data Analytics exam was tough, but I made it through with the help of Pass4Success. One question that puzzled me was about 'Guide Organization-level Strategy for Business Analytics' and the importance of aligning analytics initiatives with business goals. Despite my doubts, I passed the exam.
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Allene

7 months ago
I'm so relieved to have passed the IIBA CBDA exam. The Pass4Success practice exams were a crucial part of my study strategy, helping me stay focused and on top of the material.
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German

8 months ago
Nailing the IIBA CBDA exam was a proud moment. The Pass4Success practice tests were a game-changer, allowing me to identify my strengths and weaknesses and revise accordingly.
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Ivette

8 months ago
I worried I wouldn't manage the certification pace, but Pass4Success kept me on track with incremental wins; stay motivated and you'll cross the finish line.
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Carolynn

8 months ago
Experimental design for A/B style questions was my pain point. Pass4Success practice tests walked me through common traps and how to interpret results.
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Barbra

8 months ago
Passing the IIBA CBDA exam was a huge accomplishment. The Pass4Success practice exams were instrumental in helping me manage my time effectively and prioritize the most important topics.
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Helene

9 months ago
Nerves hit the first few hours, but pass4success' targeted reviews boosted my recall and timing; stay steady, future test-takers, you'll shine.
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Rima

9 months ago
I am happy to share that I passed the IIBA Certification in Business Data Analytics exam. The Pass4Success practice questions were excellent. A challenging question I encountered was about 'Identify the Research Questions' and how to align them with key performance indicators (KPIs). I wasn't confident, but I passed!
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Harley

9 months ago
I felt overwhelmed by data models, yet Pass4Success broke down tough concepts with practical examples, and that confidence carried me through—keep going, you can do it.
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Iluminada

10 months ago
I'm thrilled to have passed the IIBA CBDA exam. The pass4success practice tests were a lifesaver, giving me the opportunity to test my knowledge and fine-tune my approach.
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Jules

10 months ago
Passing the IIBA CBDA exam was a game-changer for my career. The pass4success practice exams were a crucial part of my study strategy - they helped me stay focused and on track.
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Lenna

10 months ago
My hands shook before the exam, but practice drills from pass4success helped me stay calm and capitalize on my strengths; believe in yourself and aim high.
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Ernie

10 months ago
The tricky question style around data quality metrics and KPIs was brutal. Practice exams clarified which metrics matter and how to justify choices, pass4success helped a lot.
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Maricela

11 months ago
Passing the IIBA CBDA exam was a proud moment. The Pass4Success practice tests were invaluable in simulating the real exam experience and allowing me to identify and address any knowledge gaps.
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Jestine

11 months ago
I struggled with the analytics techniques vs. business outcomes questions, especially when they mix SQL with statistics. pass4success practice exams gave me quick drills that aligned technique with real scenarios.
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Salley

11 months ago
Passing the IIBA Certification in Business Data Analytics exam was a significant milestone for me. The Pass4Success practice questions were invaluable. One question that I struggled with was about 'Source Data' and the techniques for data validation and cleansing. I wasn't sure of my answer, but I succeeded.
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Julian

11 months ago
I am thrilled to have passed the IIBA Certification in Business Data Analytics exam. The Pass4Success practice questions were instrumental in my success. A difficult question I faced was related to 'Use Results to Influence Business Decision Making' and how to communicate data insights to drive change. Despite my uncertainty, I passed!
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Gracie

12 months ago
I'm so relieved I passed the IIBA CBDA exam. The Pass4Success practice exams were instrumental in helping me revise effectively and stay on top of the material.
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Jerry

12 months ago
Successfully passing the IIBA Certification in Business Data Analytics exam was a great achievement. The Pass4Success practice questions were very helpful. One question that I found challenging was about 'Interpret and Report Results' and the best ways to create dashboards for data visualization. I wasn't confident, but I still passed.
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Stevie

1 year ago
The hardest part was the data governance questions—finding the right source of truth and data lineage, the wording can be sneaky. Pass4Success practice exams helped me map out governance concepts and reinforce data lineage steps.
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Joye

1 year ago
Early on I trembled at the breadth of topics, yet pass4success provided clear study paths and realistic simulations that built my conviction, keep pushing—you've got this.
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Helene

1 year ago
I passed the IIBA Certification in Business Data Analytics exam, and the Pass4Success practice questions were crucial in my preparation. There was a question on 'Analyze Data' that asked about the different statistical methods for data analysis. I wasn't entirely sure of my answer, but I managed to pass!
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Salley

1 year ago
Nailing the IIBA CBDA exam was no easy feat, but the Pass4Success practice tests gave me the confidence I needed to crush it. Time management was key - I learned to prioritize topics and allocate my study time accordingly.
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Miesha

1 year ago
Passing the IIBA CBDA exam was a game-changer for me. The Pass4Success practice exams were a lifesaver - they really helped me identify my weak areas and focus my studies.
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Lang

1 year ago
I was nervous, doubting if I could juggle data concepts, but Pass4Success gave me structured practice and confidence to tackle each question with focus, so to future test-takers: trust the process and you'll surprise yourself.
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Margarett

1 year ago
The IIBA Certification in Business Data Analytics exam was demanding, but I passed with the help of Pass4Success. One question that puzzled me was about 'Guide Organization-level Strategy for Business Analytics' and the role of data governance in strategy formulation. Despite my doubts, I passed the exam.
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Shawnta

1 year ago
I am excited to announce that I passed the IIBA Certification in Business Data Analytics exam. The Pass4Success practice questions were a great resource. A challenging question I encountered was about 'Identify the Research Questions' and how to ensure they are actionable and measurable. I wasn't confident, but I passed!
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Leoma

1 year ago
Passed CBDA today! Pass4Success made my prep efficient and effective. Exam was tough, but I felt confident!
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Kindra

1 year ago
IIBA CBDA certification achieved! Pass4Success, your exam questions were a perfect match. Grateful for the help!
upvoted 0 times
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Lemuel

1 year ago
Aced the CBDA exam! Pass4Success practice tests were crucial for my success. Thank you for the quality material!
upvoted 0 times
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Marisha

2 years ago
Successfully completed IIBA CBDA! Pass4Success provided spot-on questions. Couldn't have done it without you!
upvoted 0 times
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Christiane

2 years ago
CBDA certified! Pass4Success materials aligned perfectly with the actual exam. Saved me weeks of study time!
upvoted 0 times
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Marti

2 years ago
Passed the IIBA CBDA exam with flying colors! Pass4Success, you're a game-changer for exam prep!
upvoted 0 times
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Tula

2 years ago
Just got my CBDA certification! Pass4Success practice tests were invaluable. Exam was challenging but manageable.
upvoted 0 times
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Isaiah

2 years ago
Passing the IIBA Certification in Business Data Analytics exam was a milestone for me. The Pass4Success practice questions were invaluable. One question that I struggled with was about 'Source Data' and the best practices for data integration from multiple sources. I wasn't sure of my answer, but I succeeded.
upvoted 0 times
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Francene

2 years ago
IIBA CBDA exam success! Pass4Success materials were key to my quick preparation. Thank you!
upvoted 0 times
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Charolette

2 years ago
I am happy to share that I passed the IIBA Certification in Business Data Analytics exam. The Pass4Success practice questions were excellent. A difficult question I faced was related to 'Use Results to Influence Business Decision Making' and how to balance short-term and long-term goals using data insights. Despite my uncertainty, I passed!
upvoted 0 times
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Carli

2 years ago
Successfully passing the IIBA Certification in Business Data Analytics exam was a great accomplishment. The Pass4Success practice questions were very helpful. One question that I found challenging was about 'Interpret and Report Results' and the most effective ways to present data to non-technical stakeholders. I wasn't confident, but I still passed.
upvoted 0 times
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Isaiah

2 years ago
Passed CBDA on my first try! Pass4Success made it possible with their relevant and up-to-date practice exams.
upvoted 0 times
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Earleen

2 years ago
I passed the IIBA Certification in Business Data Analytics exam, and the Pass4Success practice questions were a lifesaver. There was a question on 'Analyze Data' that asked about the best methods for data cleaning and preprocessing. I wasn't entirely sure of my answer, but I managed to pass!
upvoted 0 times
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Kati

2 years ago
The IIBA Certification in Business Data Analytics exam was tough, but I made it through with the help of Pass4Success. One question that puzzled me was about 'Guide Organization-level Strategy for Business Analytics' and how to integrate analytics into the overall business strategy. Despite my doubts, I passed the exam.
upvoted 0 times
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Shayne

2 years ago
Nailed the IIBA CBDA exam today! Pass4Success questions were incredibly similar to the real thing. Highly recommend!
upvoted 0 times
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Edmond

2 years ago
I am thrilled to have passed the IIBA Certification in Business Data Analytics exam. The Pass4Success practice questions were instrumental in my preparation. A challenging question I encountered was related to 'Identify the Research Questions' and how to frame them to align with business objectives. I wasn't sure if I got it right, but I passed!
upvoted 0 times
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Kenda

2 years ago
Passing the IIBA Certification in Business Data Analytics exam was a significant achievement for me. The Pass4Success practice questions were a great help. One question that I found difficult was about 'Source Data' and how to ensure its quality and relevance. I wasn't confident in my response, but I succeeded anyway.
upvoted 0 times
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Leota

2 years ago
CBDA certified! Pass4Success materials were a lifesaver. Exam was tough, but I felt prepared.
upvoted 0 times
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Florinda

2 years ago
The IIBA Certification in Business Data Analytics exam was a challenging yet rewarding experience. Thanks to Pass4Success, I was well-prepared. There was a tricky question on 'Use Results to Influence Business Decision Making' that asked how to prioritize data-driven insights for strategic decisions. I wasn't entirely sure of my answer, but I still passed!
upvoted 0 times
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Farrah

2 years ago
Thanks to Pass4Success for providing relevant exam questions! Their materials helped me prepare efficiently and pass the IIBA Certified: Certification in Business Data Analytics exam in a short time.
upvoted 0 times
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Maurine

2 years ago
I recently passed the IIBA Certification in Business Data Analytics exam, and I must say that the Pass4Success practice questions were incredibly helpful. One of the questions that stumped me was about how to effectively 'Interpret and Report Results' in a business context. It asked about the best practices for visualizing data to communicate findings to stakeholders. Despite my uncertainty, I managed to pass!
upvoted 0 times
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Almeta

2 years ago
Just passed the IIBA CBDA exam! Thanks Pass4Success for the spot-on practice questions. Saved me tons of time!
upvoted 0 times
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Luisa

2 years ago
CBDA exam success! Pass4Success's questions were crucial for my quick preparation. Grateful for the accurate study material.
upvoted 0 times
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Yvonne

2 years ago
CBDA certified! Pass4Success's exam materials were a lifesaver. Relevant questions, quick prep. Couldn't have done it without you.
upvoted 0 times
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Aleisha

2 years ago
Just aced the IIBA CBDA! Pass4Success's exam questions were perfect for last-minute prep. Thanks for helping me achieve certification!
upvoted 0 times
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Angelo

3 years ago
Passed IIBA CBDA today! Pass4Success's practice tests were incredibly similar to the real exam. Thank you for the efficient study resources!
upvoted 0 times
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Percy

3 years ago
Data quality management was a significant part of the exam. You might encounter scenarios where you need to identify data quality issues and propose solutions. Review data cleansing techniques and data governance principles. Thanks to Pass4Success, I felt well-prepared for these types of questions.
upvoted 0 times
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Nickole

3 years ago
Just passed the IIBA CBDA exam! Pass4Success's practice questions were spot-on. Saved me weeks of prep time. Thanks!
upvoted 0 times
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Free IIBA CBDA Exam Actual Questions

Note: Premium Questions for CBDA were last updated On Oct. 29, 2026 (see below)

Question #1

A data scientist is working with a team of upper level managers to develop a strategy for creating an enterprise analytics program. What critical success factor would help ensure the organization obtains the most value from its data?

Reveal Solution Hide Solution
Correct Answer: C

Question #2

Interested in experimenting with analytics, a manufacturing company hires an analyst to see how the capability can be developed within its organization. The analyst is getting started and recognizes the need to show value from the onset of their work to gain upper management's trust and future funding. What action will accomplish these objectives?

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Correct Answer: C

The best action for the analyst to show value from the onset of their work is to develop a meaningful question that can be answered with data the company already has in its possession. This way, the analyst can demonstrate the potential of analytics to solve relevant business problems, without spending too much time or resources on data collection or market research. The question should also be aligned with the organization's strategy and goals, and provide actionable insights for decision making12. Reference: 1: Guide to Business Data Analytics, IIBA, 2020, p. 202: Data Science for Business, Foster Provost and Tom Fawcett, 2013, p. 14.


Question #3

What is the relationship between a Customer entity and an Order entity, where a customer entry will be present in the Customer entity only if they have made an order?

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Correct Answer: D

The relationship between a Customer entity and an Order entity, where a customer entry will be present in the Customer entity only if they have made an order, is a zero-to-one relationship. This means that for each record in the Order entity, there can be either zero or one record in the Customer entity that is related to it. This implies that the Order entity is optional for the Customer entity, and the Customer entity is mandatory for the Order entity12 Reference: 1: A Guide to the Entity Relationship Diagram (ERD) - Database Star 2: Developing an Application - Oracle


Question #4

An insurance company has seen an upward trend in winter-related accidents over the past three years. The company has just completed an analytics study to better understand the primary reasons for these accidents and assess how many of the drivers were using winter tires. This analysis will help the company decide how to move forward with drivers not taking precautionary measures during winter. What type of analysis will help in determining the primary reasons and percentage of those drivers with winter tires?

Reveal Solution Hide Solution
Correct Answer: D

Descriptive analytics is a type of analytics that summarizes and visualizes the data to provide an overview of what has happened or is happening, such as the trend of winter-related accidents over the past three years, or the percentage of drivers using winter tires12. Diagnostic analytics is a type of analytics that explores and analyzes the data to understand why something has happened or is happening, such as the primary reasons for these accidents, or the factors that influence the drivers' decisions13. To answer the question, both descriptive and diagnostic analytics would be needed to provide the relevant information and insights for the company. Reference: 1: Guide to Business Data Analytics, IIBA, 2020, p. 182: Business Analytics: Data Analysis & Decision Making, S. Christian Albright and Wayne L. Winston, 2015, p. 53: Data Science for Business, Foster Provost and Tom Fawcett, 2013, p. 13.


Question #5

A research marketer is interested in collecting information about the spending habits of families in North Americ

a. Concerned about the volume of data required to conduct the research, they choose to use sampling. The dataset is sourced using all credit card transactions from a leading North American credit card company for Quarter 1 of the prior year. The sample used is:

Reveal Solution Hide Solution
Correct Answer: D

The sample used in this case is biased, meaning that it is not representative of the population of interest. The population of interest is the families in North America, but the sample is drawn from only one source of data: the credit card transactions from a leading North American credit card company. This sample excludes the families who do not use credit cards, or who use other credit card companies, or who use other payment methods. Therefore, the sample is not random or fair, and it may introduce sampling bias into the research results12 Reference: 1: Sampling Methods | Types, Techniques & Examples 2: Sampling Bias - an overview | ScienceDirect Topics



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