CMA Intermediate · Financial Management and Business Data Analytics · Data Processing, Organisation, Cleaning and Validation
An analyst reviews daily closing prices of a stock listed on NSE: ₹210, ₹214, ₹212, ₹2,130, ₹215. The value ₹2,130 was traced to a keying mistake where an extra zero was typed; the true price was ₹213. Which treatment is most appropriate, and what is the mean of the corrected series?
Correct the value to ₹213 from the source record, giving a mean of ₹212.80. The ₹2,130 is a verified typing error with a known true value. The corrected total is 1,064 over five days. Deleting or keeping the error loses information or distorts the mean.
- ADelete the observation; mean ₹212.75
- BCorrect the value to ₹213 using the source record; mean ₹212.80Correct
- CReplace it with the median ₹214; mean ₹213.00
- DRetain it as a genuine outlier; mean ₹596.20
Explanation
Because the error is a verified entry mistake and the true value is known, it should be corrected from the source. Corrected series: 210+214+212+213+215 = 1,064; 1,064/5 = 212.80. Deleting gives (210+214+212+215)/4 = 212.75, which discards usable information. Retaining it gives 2,981/5 = 596.20, which is distorted.
Did you get it right without looking?
One question tells you little. A timed set on Data Processing, Organisation, Cleaning and Validation shows your real accuracy, how long you take and where you lose marks.
More Data Processing, Organisation, Cleaning and Validation questions
- A finance team receives sales data in which the 'Region' column holds 'North', 'north' and 'NORTH ' (with a trailing space) for the same reg…
- In the context of data processing, the term 'data preparation' mainly refers to which activity?
- A firm's database holds Sales (Order ID, Product ID, Product Name, Product Price, Quantity). Product Name and Product Price repeat on every …
- A finance team at an Indian retail company finds that the customer-master file lists 'Ravi Sharma, Mumbai' twice with identical PAN, phone n…
- Which of the following data sets is an example of structured data suited to storage in a relational database?
- A finance team stores each customer as one row, with columns for Customer ID, Name, Credit Limit and Region. In the language of data organis…