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CPA Business Data Analytics – December 2024 Past Paper & Answers

Unit: Business Data Analytics

25 Questions

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Download CPA Business Data Analytics December 2024 past paper with detailed answers and marking scheme. This paper is based on KASNEB examination standards and is ideal for revision and exam preparation.

Access the full paper online, download the PDF, or study offline. Each question includes step-by-step solutions to help you understand key concepts in Business Data Analytics.

1
​​Which one of the following is NOT a phase in the data analytics based on a CRISP lifecycle?

A. Data preparation
B. Data exploration
C. Data manipulation
D. Data modelling
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2
​​Which one of the following statistical techniques is used to find relationships between variables in data analytics?

A. Regression analysis
B. Principal component analysis
C. Cluster analysis
D. Association rule learning
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3
​​Which one of the following terms refers to the process of cleaning and preparing data for analysis?

A. Data mining
B. Data wrangling
C. Data extraction
D. Data modelling
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4
​​Which one of the following tools is commonly used for data summarisation in Ms Excel?

A. Pivot tables
B. VLOOKUP
C. Power query
D. Scatter plots
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5
​​Which one of the following analyses is used to assess a project's vulnerability to different variables?

A. Break-even analysis
B. Sensitivity analysis
C. Scenario analysis
D. Ratio analysis
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6
​​Which one of the following tools is commonly used for cloud-based data management in business analytics?

A. SQL
B. Oracle
C. AWS
D. Excel 
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7
​​A data analyst makes the following comments about functions in Ms Excel:

1. To determine the variance of a list of 50 numbers we use =VAR.P(A1:A50)
2. To determine the standard deviation of 50 numbers we use = VAR.P(A1:A50)
3. To determine the variance of a list of 50 numbers we use = VAR.S(A1:A10)

Which one of the following statements is TRUE?

A. Only Statement 1 is correct
B. Only Statement 2 is correct
C. Only Statement 3 is correct
D. All the statements are correct 
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8
​​Which one of the following choices provides the CORRECT order of data models?

A. Physical, logical and conceptual
B. Physical, conceptual and logical
C. Conceptual, logical and physical
D. Conceptual, physical and logical
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9
​​One of the processes in the cross-industry standard process for data mining is data understanding. This involves the following tasks:

1. Collect data
2. Verify data quality
3. Explore data
4. Describe data

Which one of the following choices present the task in the CORRECT order?
A. 1, 2, 3, 4
B. 1, 4, 3, 2
C. 1, 3, 2, 4
D. 1, 2, 4, 3 
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10
​​Susan Keni makes the following statement about data modelling and data evaluation in the cross-industry standard
process for data mining:

“The modelling phase focuses on technical model assessment, the evaluation phase looks more broadly at which
model best meets the business and what to do next.”

Which one of the following choices is CORRECT?

A. Only the statement on modelling phase is correct
B. Only the statement on evaluation phase is correct
C. The statement is correct for both modelling and evaluation phases
D. The statement is not correct for both modelling and evaluation phases 
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11
​​Which one of the following ‘V’s of big data means the ability to forecast data?

A. Veracity
B. Vaticination
C. Viscosity
D. Volatility 
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12
​​What does “visualisation of data relationships” refer to in business data analytics?

A. Comparing different variables
B. Presenting data in tabular form
C. Creating a dashboard
D. Highlighting associations between data points
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13
​​One of the challenges of data analytics is obtaining real-time data from multiple sources. Which one of the following data systems would be MOST effective in assisting to resolve this challenge?

A. A data system that enables report building
B. A comprehensive and centralised data system
C. A data system that enables data integration
D. A data system that collects, organises and automatically alerts on trends 
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14
​​Victoria Morosa has been asked to pair the following accounting and finance tasks with the type of data analytics
technique:

TaskTechnique
Analysing ratiosDescriptive
Computing ratiosPrescriptive
Preparing forecast financial statementsDiagnostic
Preparing a budgetPredictive

Which one of the following tasks is CORRECTLY paired with the data analytics technique?

A. Analysing ratios
B. Computing ratios
C. Preparing forecast financial statements
D. Preparing a budget
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15
​​Which one of the following is NOT a type of diagnostic activity in accounting and finance?

A. Estimating customer defaults in a certain period
B. Estimating the probability of stockouts
C. Computing the tax payable for a period
D. Identifying the appropriate stock levels
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16
​​The following statements are qualities of good data visualisation:

(i) The visualisation should accurately represent the data and its trends
(ii) The reader should know what action to take after viewing your visualisation
(iii) Your visualisation should be easy to understand
(iv) Your message shouldn't take long to resonate

Which of the statements above describes the quality of empowering?

A. Statement (i)
B. Statement (ii)
C. Statement (iii)
D. Statement (iv)
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17
​​The following statement applies to one of the data protection principles:
“Any processing of personal data should be explained to the individual concerned on how the data is being collected, used, consulted, and the extent to which the data will be processed”. This is the principle of_______________________.

A. lawfulness
B. fairness
C. transparency
D. integrity  
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18
​​The following statement highlights a principle of data protection:
“Personal data should be processed in a manner that ensures appropriate security and confidentiality of the personal data, including protection against unauthorised or unlawful access to or use of personal data and the equipment used for the processing and against accidental loss, destruction or damage, using appropriate technical or organisational measures.

Which one of the following statements is CORRECT?

A. The statement only applies to data integrity
B. The statement only applies to data confidentiality
C. The statement applies to both integrity and confidentiality
D. The statement applies to neither integrity nor confidentiality 
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19
​​Under the data protection laws, a data subject has the right to receive their data in a structured, commonly used,machine-readable format, to transmit this ported data to another data controller or processor or to request the transfer to another data controller or processor where possible.
This is referred to as the right to data ______________________________.

A. access
B. portability
C. data erasure
D. data rectification 
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20
​​Data mapping is an essential aspect of managing the risks associated with data and it is recommended for data protection. Which one of the following is NOT a component of data mapping?

A. Data modelling
B. Data migration
C. Data integration
D. Data transformation
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21
​ ​​Wakwi  Limited is a public entity which has grown in recent years by acquiring established business entities. The directors of Wakwi Limited have identified two potential entities targeted for a takeover.  The directors believe that the shareholders of the two target companies would be receptive to a takeover. As a pre-requisite to the takeover decision, the directors have tasked a firm of consultants to carry out a cross-sectional analysis of the financial statements of the two potential target companies which operate in the same industry sector.

The financial statements of the two entities as at 30 September 2024 are shown below:

Statement of profit or loss for the year ended 30 Septemebr 2024:
Remi Ltd.Popino Ltd.
Sh.''000''Sh.''000''
Revenue87,500140,000
Cost of sales66,500114,800
Gross profit21,00025,200
Distribution costs1,4952,710
Administrative expenses2,8805,340
Operating profit16,62517,150
Finance costs8753,150
Profit before tax15,75014,000
Income tax expense3,1503,500
Profit for the year12,60010,500

Statement of financial position as at 30 September 2024:
Remi Ltd.Popino Ltd.
Assets:Sh.''000''Sh.''000''
Non-current assets:
Property9,80010,500
Owned plant7,0008,050
Right of use of asset-17,500
16,80036,050
Current assets:
Inventory5,60011,900
Trade receivables7,35017,850
Bank3,850700
Total assets33,60066,500
Equity and liabilities:
Equity:
Ordinary share capital (Sh.10 par value)3,5007,000
Revaluation surplus1,7503,150
Retained earnings5,6009,450
Total equity10,85019,600
Non-current liabilities:
Lease liability-14,700
10% loans15,75017,500
Current liabilities:
Trade payables4,3757,350
Lease liability-2,450
Current tax2,6254,900
Total equity and liabilities33,60066,500

Required:
(a)         Common size statements of profit or loss for the two entities for the year ended 30  September 2024.

(b)         Common size statements of financial position as at 30 September 2024.

(c)         Advise the directors of Wakwi Limited on the best company for take over.
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22
​ ​ ​ ​​Mustard Limited is planning to launch a new product branded "Malinex" beginning January 2025. 

The following data relates to the launch of the product:

Year
End 202420252026202720282029
Initial investment (Sh.''000")500,000
Resale value (Sh."000")70,000
Production and sale quantities (units)60,00060,00060,00050,00040,000
Selling price per unit (Sh.)5,0005,5006,0006,5007,000
Variable cost per unit (Sh.)3,0003,2003,4003,6003,800
Total fixed costs (Sh."000")15,00018,00019,00020,00022,000
Depreciation (Sh."000")150,000105,00075,00050,00035,000

Additional information:
1.     Corporation tax  will be charged  at the rate of 30% and is paid annualy at the end of the same year when earned. Tax will also apply on the disposal of the machine at the end of the project's life.

2.     Depreciation is the same as capital allowances. 

3.     Working capital of Sh.20 million will be required at the beginning of the project.  This will increase at Sh.5 million for each of the 4 years, and then released at the end of the project life in 2029. 

Required:
(a)     Compute the Return on Investment (ROI) of the project.  

(b)     Compute the projects after tax cash flows over the five years.

(c)     Plot a graph of the project's Net Present Value (NPV) profile given the weighted average cost of capital (WACC) ranging from 1% to 15%.  

(d)     Determine the project's Internal Rate of Return (IRR).

(e)     Compute the project's profitability Index (PI) at 10% weighted average cost of capital (WACC).   

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23
​​Elimu Busara Foundation runs a group of secondary schools in  the country. Among their schools is Masomo Bora High School. The schools are funded by school fees and partially sponsored by capitation from the government and donations from alumni and well-wishers.Masomo Bora High School is preparing the budget for the year 2025, with the three terms commencing January, May and September. 

The following details relate to the budget preparation: 

1.      The school estimates it will have 120 students in form one, 110 students in form two, and 100 students in form three and 100 students in form four. 
         The form ones will report in February 2025.
         The following is the fee structure that is payable by the parents per term:
         Form 1 - Sh.33,500
         Form 2 - Sh.36,500
         Form 3 - Sh.43,500
         Form 4 - Sh.45,000
2.      Parents are usually required to pay 60% of the fee when the school opens, and the balance at the beginning of the next month (Form ones pay 60% 
         when they report in February  and 40% in March). 
3.      The school receives a capitation of Sh.16,000 per student per term, which is received at the beginning of the term. 
4.      On average, the school receives donations of Sh.2.5 million per month but this reduces to 60%  when the school is closed. 
5.      The school has a small farm from which it generates harvested produce. It is estimated that the produce generates Sh.200,000 per month. 
6.      In addition, the school hires out the bus every weekend for events earning Sh.60,000 per month except in December when the bus driver is on leave. 
7.      The school pays on average salaries and wages of Sh.6.2 million per month, even when students have closed. 
8.      The school spends on average Sh.550,000 on general consumables, which reduce to 60% when the school is closed. 
9.      The school buys new text books and also replaces old ones at the beginning of every term for Sh.650,000. 
10.    The school provides meals to staff and students at an average cost of Sh.1.5 million per month. This is catered for in the school fees and capitation. 
         The amount reduces to 40%  when the school is closed. 
11.     Electricity and water bills average Sh.150,000 per month (and Sh.50,000 when the school is closed). Repairs and maintenance also amount to Sh.250,000 per month and reduces to 40% when the school is closed. 
12.    The school plans to buy additional learning and staff equipment worth Sh. 1.5 million in January and replace old furniture at a cost of Sh.2 million in May. The old furniture will be  scrapped at Sh.200,000. 
13.    The school has a loan, for which it will pay the annual installment of Sh.2 million and interest of Sh.200,000 in December. 
14.    The School estimates that it will have cash balance of Sh.5.5 million on 1st January 2025.

Required:
Prepare a cash budget for the year ended 31 December 2025, on a month-by-month basis and also for the whole year. 
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24
​ ​ ​​You are a tax consultant for Wasafi Solutions Ltd., a Kenyan company that specialises in renewable energy technologies.The financial year ended 31 December 2024  and the company is preparing its financial statements for tax compliance and planning purposes.

 Below is the financial data provided by the company:

DescriptionAmount
(Sh."000")
Revenue80,000
Cost of Goods Sold (COGS)40,000
Operating expenses15,000
Interest expense3,000
Depreciation expense (for tax purposes)2,500
Other income (taxable)5,000
Taxable income before deductions-
Current tax rate30%
Unutilised tax credits from research and development (R&D)1,200
Research and development expenditure8,000
Dividends declared4,000
Loans from directors (interest paid)500
Allowance for bad debts600

Additional information:
1.     Depreciation on the straight-line method is applied to machinery and equipment valued at Sh.10,000,000. The useful life is 4 years.

2.     The company qualifies for a 100% deduction on research and development  costs incurred in renewable energy projects.

3.     The interest paid on director loans is non-deductible for tax purposes.

4.     The declared dividend is subject to withholding tax of 5%.

5.     Only 50% of the provision is allowable as a deduction for tax purposes.

6.     Other income includes gains from the sale of assets, which are taxable.

7.     Additional tax relief on research and development investments is 10% of R&D costs.

Required:
(a)        Prepare  statement of profit or loss to determine the taxable income for Wasafi Solutions Ltd. for the year ended 31 December 2024.

(b)        Determine the total current tax expense for the year ended 31 December 2024.

(c)        Compute the net tax payable after accounting for tax credits and liabilities.

(d)        Assess the impact of dividends on the overall tax liability for Wasafi Solutions Ltd.
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25
​ ​ ​ ​​You are the audit senior in charge of the audit of Gamma Limited, a medium-sized retail company. The company has implemented a new sales management system that tracks all sales transactions, including credit sales, returns, and collections. As part of your audit of sales and accounts receivable for the first 3 quarters of the financial year 2024, you need to perform various audit procedures  using data analytics to test controls and detect any potential material misstatements.

Below is an extract of sales and receivables data for Gamma Limited for the year ended 30 September 2024:

Invoice
 No.
Customer
 Name
Invoice
 Date
Sales Amount
 (Sh."000'')
Credit
Terms (Days)
Collection
 Date
Amount Collected
(Sh."000")
Discount Given
(Sh."000")
INV001Rho Inc18/07/202415,0003018/09/202415,0000
INV002Rho Inc16/05/20246000045-800
INV003Gamma Ltd.26/08/202413,0004522/08/20249,0001000
INV004Delta Co29/04/20245,0003003/06/20245,0000
INV005Alpha Ltd.23/09/20247,5003029/09/20247,5000
INV006Alpha Ltd.04/08/202412,50030-
INV007Rho Inc03/06/20245,70045-
INV008Rho Inc10/06/20248,5004513/08/20248,000500
INV009Rho Inc06/05/202420,00030-
INV010Beta Corp08/08/202416,0006008/04/202415,500500
INV011Rho Inc24/07/202415,00060-
INV012Delta Co12/04/202412,0003010/06/202411,500500
INV013Beta Corp07/07/202420,0006012/08/202419,500500
INV014Gamma Ltd.29/02/202471,0003003/03/202456,000
INV015Beta Corp28/01/202423,5004528/02/202424,000
INV016Beta Corp03/03/202419,00045-
INV017Gamma Ltd.22/03/20245,5004527/05/20247,800150
INV018Alpha Ltd.12/02/202412,0003007/04/202410,000
INV019Gamma Ltd.15/01/202413,8503021/07/202413,000800
INV020Rho Inc15/03/20247,90030-
INV021Rho Inc07/01/20202,8004509/01/20242,000500

Additional information:
Where the collection dates are not indicated, collections are yet to be made.

Required:
(a)      Conduct the below test of controls using Ms Excel to analyse whether Gamma Limited adheres to its credit terms:
          (i)       Extract/calculate using an Ms Excel function(s) the number of days between the Invoice Date and Collection Date (Or today's date for  cases where collection has                      not yet happened).
                    Note: Above formulae should be able to daily re-calcutate correctly the due days based on current date.
          (ii)      Using a formulae, create a status column that identifies any instances where collections are made beyond the 
                    allowed credit period as  'Beyond' and those within the credit terms as "Within".
         (iii)      Use conditional formatting to highlight all details of overdue accounts (Apply a Yellow fill with bold red font)

(b)    Using Excel, perform the following substantive tests on the accounts receivable balance:
          (i)      Create and calculate the amounts due by considering payments collected or offered discounts.
          (ii)     Compute the aging of accounts receivable based on days due to classify the accounts as below:
                •    Current - 30 days 
                •    Due -  60 days 
                •    Overdue -  90+ days overdue

(c)       Using Ms Excel pivot tables, perform analytical procedures on sales and discounts given during the year:
           (i)      Prepare a monthly sales trend analysis using the invoice data.
           (ii)     Analyse the proportion of discounts given relative to total sales and flag any unusual trends using a pivot table or chart.
           (iii)    Prepare an appropriate chart from the resulting output in (c) (i) above  and comment on the trend.

(d)   Audit Report. 
       Draft a brief audit report summarising the results of your testing, highlighting any compliance or control weaknesses identified during your audit.
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