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Accounting Analytics Coursera Quiz Answers – Networking Funda
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Accounting Analytics Week 01 Quiz Answers
Ratio Analysis and Forecasting Quiz
Q1. Which of the following ratios use de-levered net income? (check all that apply)
- Return on Sales
- Return on Equity
- Financial Leverage
- Asset Turnover
- Return on Assets
Q2. Which of the following companies has achieved its level of Return on Equity primarily through a high reliance on debt financing?
Company | Return on Equity | Return on Assets | Financial Leverage | Return on Sales | Asset Turnover |
Dog Nation | 0.177 | 0.060 | 3.740 | 0.046 | 1.304 |
Dog Shoe Warehouse | 0.178 | 0.119 | 1.501 | 0.065 | 1.828 |
Hound Smart | 0.177 | 0.112 | 1.762 | 0.038 | 2.930 |
Paw Locker | 0.177 | 0.126 | 1.430 | 0.065 | 1.927 |
Pooch Mart | 0.177 | 0.111 | 1.639 | 0.057 | 1.938 |
- Hound Smart
- Pooch Mart
- Dog Nation
- Dog Shoe Warehouse
- Paw Locker
Q3. Paw Locker has the highest Return on Assets in its comparison group. Which of the following could be a secret to its success? (check all that apply) (Hint: look carefully at the definition of ROA to find only the items that will affect the ratio)
Company | Return on Equity | Return on Assets | Financial Leverage | Return on Sales | Asset Turnover |
Dog Nation | 0.177 | 0.060 | 3.740 | 0.026 | 2.338 |
Dog Shoe Warehouse | 0.178 | 0.119 | 1.501 | 0.065 | 1.828 |
Hound Smart | 0.177 | 0.112 | 1.762 | 0.038 | 2.930 |
Paw Locker | 0.177 | 0.126 | 1.430 | 0.065 | 1.927 |
Pooch Mart | 0.177 | 0.111 | 1.639 | 0.057 | 1.938 |
- Uses more equity financing than Hound Smart
- Has lower compensation expense than Pooch Mart
- Uses less debt financing than Dog Nation
- Has lower investment in PP&E than Dog Shoe Warehouse
- Has lower manufacturing costs than Pooch Mart
Q4. Which of the following companies has the lowest Return on Assets?
Return on sales | Asset turnover | |
Advanced Puppy | 0.066 | 1.501 |
Dog Shoe Warehouse | 0.065 | 1.828 |
Dogtail Holdings | 0.066 | 1.082 |
Lassie Corp | 0.065 | 1.742 |
Paw Locker | 0.065 | 1.927 |
- Advanced Puppy
- Lassie Corp
- Dogtail Holdings
- Paw Locker
- Dog Shoe Warehouse
Q5. Dogwell decides to pay its suppliers more quickly to take advantage of discounts and thus acquire its raw materials for a lower price. Dogwell makes no other changes (e.g., it buys the same volume of raw material). Which of the following ratios would be affected by this decision? (check all that apply)
- SG&A-to-sales
- Days payable
- Days receivable
- Gross margin
- Effective tax rate
Q6. Which of the following companies has the highest Effective Tax Rate? You can assume they all had similar levels of interest expense and non-operating gains and losses. (Hint: do not try to calculate the effective tax rate; just focus on the profitability ratios that combine to yield Return on Sales)
Company | Return on Sales | Gross Margin | SG&A Expense to Sales | Operating Margin |
Advanced Puppy | 0.066 | 0.530 | 0.393 | 0.106 |
Dog Shoe Warehouse | 0.065 | 0.347 | 0.212 | 0.109 |
Dogtail Holdings | 0.066 | 0.343 | 0.215 | 0.117 |
Lassie Corp | 0.065 | 0.384 | 0.259 | 0.101 |
Paw Locker | 0.065 | 0.329 | 0.209 | 0.101 |
- Lassie Corp
- Dog Shoe Warehouse
- Paw Locker
- Dogtail Holdings
- Advanced Puppy
Q7. Which of the following companies has the highest Net Trade Cycle?
Company | Asset Turnover | Days Receivable | Days Inventory | Days Payable |
BowWow Center | 1.445 | 7.811 | 65.486 | 10.494 |
Dogstrom | 1.465 | 62.526 | 65.359 | 48.768 |
Mutt Max | 1.440 | 12.237 | 206.248 | 8.208 |
Rex Retail | 1.443 | 3.385 | 111.218 | 48.291 |
Trans Pup | 1.459 | 4.254 | 221.326 | 125.969 |
- MuttMax
- Rex Retail
- BowWow Center
- Dogstrom
- Trans Pup
Q8. Which company has the strongest short-term liquidity position?
Current Ratio | Quick Ratio | Debt-to-Equity | Long Term Debt-to-Equity | |
Bow-Wow Stores | 1.6988 | 0.082 | 13.7750 | 8.8690 |
Destination Kennel | 2.1415 | 0.2119 | 0.5256 | 0.0000 |
Dog Orange Group | 1.2649 | 0.2948 | 3.1246 | 2.6663 |
Ren Inc | 2.3944 | 0.4173 | 0.5006 | 0.0342 |
Spartan Dog | 1.0683 | 0.3476 | 1.3526 | 0.4588 |
- Spartan Dog
- Bow-Wow Stores
- Destination Kennel
- Ren Inc.
- Dog Orange Group
Q9. Which of the following is needed to produce pro forma financial statements? (check all that apply)
- Sales forecasts
- Common size income statement
- Common size cash flow statement
- Twenty years of historical data
- Common size balance sheet
Q10. McDognals has sales of $100 million this year and a gross margin of 30%. Next year, sales are forecasted to grow 10% and the gross margin is forecasted to remain at 30%. What is McDognals’ forecasted Cost of Goods Sold for next year?
- $7 million
- $77 million
- $70 million
- $33 million
- $30 million
- $3 million
Accounting Analytics Week 02 Quiz Answers
Quiz : Earnings Management
Q1. Which of the following are possible motives for managers to manipulate their earnings lower (I.e., make reported earnings less than unmanaged earnings)?(check all that apply)
- The company is close to violating a debt covenant on its public bond issue because of low earnings
- Unmanaged earnings would fall below security analysts’ forecasts of earnings
- A potential competitor is deciding whether to introduce new products to compete with the company’s product line and will do so only if it thinks the company is making huge profits
- Government is investigating potential monopolistic practices by the company because of its high levels of profitability
- Congress is planning a vote on extending tax credits to company’s industry due to its poor recent performance
Q2. Which of the following actions would be examples of “accrual-based earnings management”? (check all that apply)
- Delay the write-off of a building that has dramatically dropped in value to the next period
- Reduce the expected percentage of this period’s sales that will result in warranty claims
- Delay an employee training program for the next period
- Cut spending on R&D this period
- Reduce the expected percentage of this period’s sales that will be uncollectible
Q3. Below are two years of quarterly data for Norwegian Elkhound Ltd. What was Norwegian Elkhound’s YoY Change in Accounts Receivable for Q4 of This Year?
Fiscal Quarter | Revenue | Accounts Receivable |
Last Year Q1 | 78.087 | 61.053 |
Last Year Q2 | 39.624 | 34.586 |
Last Year Q3 | 52.602 | 43.492 |
Last Year Q4 | 73.897 | 64.226 |
This Year Q1 | 97.450 | 86.612 |
This Year Q2 | 61.916 | 55.809 |
This Year Q3 | 80.601 | 74.103 |
This Year Q4 | 99.650 | 90.583 |
- 4.6%
- 34.8%
- 41.0%
- 48.4%
- 22.2%
Q4. Which of the following companies is the most likely suspect for managing earnings higher in Q4 of This Year?
Fiscal Quarter | YoY change in Revenue | YoY change in Accounts Receivable | YoY change in Cash Collected | Days A/R | TT Revenue/ Employees | |
ActiveLab Inc | Last Year Q4 | 20.4% | 21.0% | 23.4% | 76.65 | 108.1 |
ActiveLab Inc | This Year Q4 | 53.2% | 70.4% | 42.6% | 75.41 | 108.6 |
Akita Ltd | Last Year Q4 | 49.7% | 47.1% | 54.1% | 82.87 | 115.5 |
Akita Ltd | This Year Q4 | 27.5% | 31.9% | 25.4% | 82.25 | 139.8 |
HealthyDog Corp | Last Year Q4 | 10.4% | 11.3% | 5.0% | 88.36 | 115.9 |
HealthyDog Corp | This Year Q4 | 29.8% | 57.5% | 9.1% | 84.29 | 139.8 |
Jack Russell Pty | Last Year Q4 | 50.1% | 50.9% | 75.4% | 81.22 | 107.2 |
Jack Russell Pty | This Year Q4 | 25.8% | 24.9% | 67.7% | 84.41 | 83.8 |
Pugporium Co | Last Year Q4 | 20.9% | 27.2% | 10.3% | 75.58 | 150.7 |
Pugporium Co | This Year Q4 | 34.8% | 41.0% | 56.4% | 79.82 | 135.8 |
- Jack Russell Pty
- HealthyDog Corp
- Pugporium Co
- ActiveLab Inc
- Akita Ltd
Q5. Below are two years of quarterly data for Devo Whippet Corp. Calculate Devo Whippet’s Bookings for Q4 of This Year?
Revenue | Unearned Revenue | |
Last Year Q1 | 560.012 | 572.201 |
Last Year Q2 | 750.667 | 621.333 |
Last Year Q3 | 1047.111 | 774.222 |
Last Year Q4 | 678.074 | 696.148 |
This Year Q1 | 617.049 | 629.099 |
This Year Q2 | 825.700 | 683.399 |
This Year Q3 | 1151.800 | 851.599 |
This Year Q4 | 815.866 | 795.733 |
- 716.282
- 871.733
- 815.866
- 760.000
- 915.451
Q6. Which of the following actions would increase a company’s earnings during the period? (check all that apply)
- Decrease the amortization period for capitalized costs
- Capitalize a smaller percentage of cash costs
- Capitalize a greater percentage of cash costs
- Increase the amortization period for capitalized costs
Q7. Below are five years of data on Deferred Subscriber Acquisition Costs and Amortization of Deferred Subscriber Acquisition Costs for Finnish Lapphund Oyj. During which year did Finnish Lapphund make a big change to its amortization assumptions?
Year 1 | Year 2 | Year 3 | Year 4 | Year 5 | |
Deferred subscriber acquisition costs | 54 | 150 | 303 | 444 | 578 |
Amortization of Deferred subscriber acquisition costs | 18 | 61 | 126 | 159 | 221 |
- Year 2
- None of the years
- Year 4
- Year 3
- Year 5
Q8. Dalmatian Inc. had $50 of Net Income this year. It capitalized $530 in software development costs and recognized Amortization Expense for those costs of $180 during the year. Dalmatian’s tax rate is 40%. What would Dalmatian’s Net Income have been this year if it had expensed all software development costs immediately?
- $400
- ($300)
- ($160)
- $140
- $278
Q9. Below is the Accounts Receivable line from the Balance Sheet of Corgi Feldman Inc. Estimate how much Corgi Feldman reduced its expenses in Year 2 by reducing its estimated percentage of uncollectible accounts. (Hint: See the Dogamer case for an example of this calculation)
Year 1 | Year 2 | |
Accounts receivable, net of allowance of 21 and 12, respectively | 679 | 788 |
- 9.0
- 12.0
- 3.0
- 3.4
- 12.4
Q10. Which of the following assets are subject to write-downs under the “lower-of-cost-or-market” accounting principle? (check all that apply)
- Inventory
- Equipment
- Cash
- Accounts Receivable
- Brand names
Accounting Analytics Week 03 Quiz Answers
Quiz : Big Data and Prediction Models
Q1. Which of the following variables are included in the Modified Jones model? (check all that apply)
- Accruals
- Cash dividends
- Gross Property, Plant, and Equipment
- EBITDA
- Unicorns and rainbows
Q2. Below is selected data for Swedish Vallhund AB. Calculate normal accruals for Swedish Vallhund using this data.
Accruals/ Prior TA | Chg Cash Revenue/ Prior TA | PPE/ Prior TA | a (Intercept) | b (ChgCashRev) | c (PPE) |
0.100 | 0.050 | 0.400 | -0.1 | 0.4 | -0.2 |
- 0.550
- 0.260
- 0.100
- -0.070
- -0.160
Q3. Which of the following companies is the most likely suspect for managing earnings higher This Year?
Company | Year | Normal Accruals | Discretionary Accruals |
Spaniel Craig Co | Two Years Ago | -0.052 | 0.024 |
Spaniel Craig Co | Last Year | -0.068 | -0.014 |
Spaniel Craig Co | This Year | -0.238 | 0.139 |
Sean Collie Inc | Two Years Ago | -0.082 | -0.013 |
Sean Collie Inc | Last Year | -0.020 | -0.053 |
Sean Collie Inc | This Year | 0.080 | -0.143 |
Pinscher Brosnan Ltd | Two Years Ago | -0.038 | 0.310 |
Pinscher Brosnan Ltd | Last Year | -0.049 | 0.188 |
Pinscher Brosnan Ltd | This Year | -0.044 | 0.246 |
- Pinscher Brosnan Ltd
- Both Spaniel Craig Co and Pinscher Brosnan Ltd
- Sean Collie Inc
- None of the companies
- Spaniel Craig Co
Q4. Which of the following actions could affect a company’s amount of discretionary expenditures? (check all that apply)
- Spend more on advertising than budgeted in the current period
- Increase sales growth during the current period
- Delay a planned R&D program for the next period
- Increase the expected percentage of sales this period that will have future warranty claims
- Change depreciation assumptions this period
Q5. Below is selected data for Siberian Husky ZAO. Calculate discretionary R&D for Siberian Husky using this data.
Year | Total Assets | R&D | Normal R&D |
Last Year | 10000 | 900 | -0.006 |
This Year | 15000 | 1000 | 0.060 |
- 0.007
- -0.050
- -0.053
- 0.070
- 99.940
Q6. Which of the following companies is the most likely suspect for managing earnings lower This Year for “big bath” motives?
Company | Year | Discretionary R&D | Distance (R&D) | YoYR&D Q1 | YoYR&D Q2 | YoYR&D Q3 | YoYR&D Q4 |
Chihuahua Eccleston Co | Last Year | 0.052 | 0.027 | 61.1% | 68.8% | 10.3% | 30.5% |
Chihuahua Eccleston Co | This Year | -0.030 | 0.367 | 31.1% | 30.2% | 14.8% | 6.8% |
Tom Boxer Inc | Last Year | 0.001 | 0.756 | 13.0% | 2.0% | 1.1% | 11.1% |
Tom Boxer Inc | This Year | 0.082 | 0.935 | 40.3% | 46.1% | 58.4% | 73.8% |
David Terrier Ltd | Last Year | -0.190 | 0.294 | 18.4% | 38.4% | 44.5% | 31.7% |
David Terrier Ltd | This Year | 0.180 | -0.634 | 16.3% | 33.9% | 52.8% | 35.7% |
Mutt Smith Corp | Last Year | -0.019 | -0.033 | 0.7% | 3.5% | 13.1% | 12.7% |
Mutt Smith Corp | This Year | -0.054 | -0.007 | 11.8% | 8.3% | 2.4% | 1.4% |
- Tom Boxer Inc
- Everyone except Mutt Smith Corp
- David Terrier Ltd
- Mutt Smith Corp
- Chihuahua Eccleston Co
Q7. For which of the following ratios would an increase in the value of the ratio lead to an increase in the Beneish M-score? (check all that apply)
- Leverage Index (LVGI)
- SG&A Index (SGAI)
- Total Accruals to Total Assets (TATA)
- Asset Quality Index (AQI)
- Sales Growth Index (SGI)
Q8. Which of the following companies are potential manipulators according to the Beneish M-Score? (check all that apply)
Company | M-Score |
Arcanine Inc | -0.51 |
Growlithe Ltd | -2.63 |
Houndoom Co | -1.42 |
Lillipup Corp | -3.19 |
Smeargle Pty | -1.98 |
- Lillipup Corp
- Smeargle Pty
- Growlithe Ltd
- Arcanine Inc
- Houndoom Co
Q9. Who first discovered Benford’s Law?
- Zahn Bozanic
- Dan Amiram
- Simon Newcomb
- Ethan Rouen
- Frank Benford
Q10. Below is data from five companies’ financial statements. Which of the following companies are potential manipulators according to Benford’s Law? (check all that apply) (Hint: get a calculator so you can do square roots!)
Company | Number of Leading Digits | Kolmogorov-Smirnov statistic |
Briard Childress Ltd | 230 | 9.9% |
Bulldog Grant Corp | 145 | 6.2% |
Dachshund Green Inc | 91 | 13.2% |
Lhasa Apso Frazier Co | 124 | 13.2% |
Mi-Ki Tice Cie | 145 | 36.2% |
- Briard Childress Ltd
- Dachshund Green Inc
- Bulldog Grant Corp
- Mi-Ki Tice Cie
- Lhasa Apso Frazier Co
Accounting Analytics Week 04 Quiz Answers
Quiz : Linking Non-financial Metrics to Financial Performance
Q1. How can predictive analytics improve performance measurement?
- By increasing the organization’s understanding of the key performance drivers that should be measured.
- All answers are correct
- By enhancing the setting of performance targets.
- By assisting in weighing different performance measures based on their relative importance.
Q2. Which of the following is a key attribute of a causal business model?
A) It includes employee, customer, operational, and innovation measures.
B) It is linked to the organization’s strategy.
C) It articulates the hypothesized drivers of financial performance.
- Both A and C
- Both B and C
- A, B, and C are all correct
Q3. Which of the following choices are important when designing statistical tests of a hypothesized causal business model? (check all that apply)
- The expected time lag between changes in nonfinancial performance and resulting changes in financial performance (e.g., daily, monthly, yearly, etc.).
- The unit of analysis (e.g., customers, employees, projects, product lines, locations, divisions, etc.).
- The desired economic outcomes (e.g., profits, revenue growth, contract renewal, retention, etc.).
- The department responsible for conducting the analyses (e.g., finance, marketing, etc.).
Q4. Assume that measure A is expected to lead to improvements in measure B. If no statistically significant relationship is found between the two performance measures, what could explain the insignificant relationship?
- A) Organizational barriers are preventing improvements in measure A from translating into improvements in measure B.
- B) Contrary to the company’s hypothesis, improvements in the performance dimension captured by measure A do not lead to improvements in measure B.
- C) Even though the performance dimension captured by measure A is actually a driver of measure B, the method used to calculate measure A is bad (e.g., it uses too few scale points, the questions are misleading, or it asks about performance dimensions that do not drive customers’ purchase behavior).
- D) Either b or c could explain the insignificant relationship.
- E) Either a, b, or c could explain the insignificant relationship.
Q5. Why is the identification of non-linearities important for setting performance targets?
- It is never appropriate to maximize scores on non-financial metrics such as employee or customer satisfaction.
- Non-linear relationships between measures cannot be accommodated in statistical models.
- Managers do not understand the concepts of increasing or diminishing returns to improvements in non-financial performance.
- If improvements in a non-financial performance metric are characterized by diminishing returns to scale (i.e., greater improvements yield increasing smaller or nonexistent financial returns), setting non-financial performance targets that are too high can actually lead to lower profitability.
Q6. How can statistical analysis of the linkages between non-financial metrics and financial performance be used to make better investment decisions?
- The statistical analyses can ensure that the chosen investments in non-financial performance will improve financial results
- The information can be used to forecast future cash flows from investments in non-financial performance dimensions.
- The statistical analyses can replace the use of financial justification methods such as net present value and payback period.
- Managers can selectively use the information to financially justify any investment they want
Q7. Assume that three non-financial performance measures (denoted X, Y, and Z and all measured on ten-point scales) are hypothesized to be drivers of future revenues. Statistical analysis reveals that a one-unit increase in X has the largest impact on future revenues. If the company’s objective is increasing overall profits, should it focus more effort on improving measure X than on improving measures Y and Z?
- A) Yes.
- B) Maybe, but only after considering the difficulty of improving performance on X relative to the difficulty of improving proving performance on Y or Z.
- C) Maybe, but only after considering the cost to improve performance on X relative to the cost to improve Y or Z.
- D) Both B and C
Q8. Which of the following is a common technical issue that makes it difficult to use analytics to link non-financial metrics to financial performance?
- The high cost of data storage.
- Financial and non-financial data that reside in different databases that are incompatible (e.g., have different coding structures, capture data in different levels of granularity, measure the same dimension differently, etc.).
- The difficulty in using statistical software packages.
- The limited number of performance metrics that are tracked by most organizations
Q9. Which of the following is NOT a common organizational issue that makes it difficult to use analytics to link non-financial metrics to financial performance?
- Most organizations do not care about non-financial performance.
- Different parts of the organization do not want to share the data.
- Lack of resources and appropriate skill sets.
- Organizational participants do not want to know the answers, which may contradict their intuition or beliefs.
Q10. Why should organizational mechanisms be established to ensure that ongoing analyses of the linkages between non-financial metrics and financial performance are conducted?
- Changes in competitive environments can make earlier analyses obsolete.
- Ongoing analysis and questioning of results can help refine strategies, actions, and measures by revealing the lower-level root causes or drivers of performance.
- All answers are correct.
- Performance metrics that previously were key drivers of financial performance may become less important after the company has achieved its performance targets for those dimensions
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