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Exam DA0-001 Pattern & DA0-001 Valid Practice Questions
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Free PDF Quiz DA0-001 - Marvelous Exam CompTIA Data+ Certification Exam Pattern
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CompTIA DA0-001 exam, also known as the CompTIA Data+ certification exam, is a certification exam designed to test an individual's knowledge and skills in the field of data management. DA0-001 exam is ideal for individuals who are looking to advance their careers in data management and administration. DA0-001 Exam covers a range of topics such as database management, data warehousing, data security, data analysis, and more. It is a vendor-neutral exam, which means that it is not tied to a specific technology or solution, making it a valuable certification for professionals working in any industry.
CompTIA Data+ Certification Exam Sample Questions (Q242-Q247):
NEW QUESTION # 242
An e-commerce company recently tested a new website layout. The website was tested by a test group of customers, and an old website was presented to a control group. The table below shows the percentage of users in each group who made purchases on the websites:
Which of the following conclusions is accurate at a 95% confidence interval?
- A. In Germany, the increase in conversion from the new layout was not significant.
- B. The new layout has the lowest conversion rates in the United Kingdom.
- C. In France, the increase in conversion from the new layout was not significant.
- D. In general, users who visit the new website are more likely to make a purchase.
Answer: A
Explanation:
Explanation
The p-value is a measure of how likely it is to observe a difference in conversion rates as large or larger than the one observed, assuming that there is no difference between the groups. A common threshold for statistical significance is 0.05, meaning that there is a 5% or less chance of observing such a difference by chance alone.
The table shows the p-values for each country, and we can see that only Germany has a p-value above 0.05 (0.13). This means that we cannot reject the null hypothesis that there is no difference in conversion rates between the test and control groups in Germany. Therefore, the increase in conversion from the new layout was not significant in Germany. For the other countries, the p-values are below 0.05, indicating that the increase in conversion from the new layout was statistically significant. Option A is correct.
Option B is incorrect because the increase in conversion from the new layout was significant in France (p-value = 0.002).
Option C is incorrect because it does not account for the variation across countries. While the overall conversion rate for the test group (8.4%) is higher than the control group (6.8%), this difference may not be statistically significant when we consider the country-specific effects.
Option D is incorrect because the new layout has the highest conversion rate in the United Kingdom (9.6%), not the lowest.
References:
P-value Calculator & Statistical Significance Calculator
p-value Calculator | Formula | Interpretation
How to obtain the P value from a confidence interval | The BMJ
Confidence Intervals & P-values for Percent Change / Relative Difference
NEW QUESTION # 243
An analyst is updating a customer contacts database with information obtained from a survey of new customers. Which of the following data manipulation techniques should the analyst use?
- A. Transform
- B. Join
- C. Append
- D. Blend
Answer: C
NEW QUESTION # 244
Which of the following best describes an exploratory analysis?
- A. Involves the testing of specific hypotheses
- B. Involves the use of descriptive statistics to understand observations
- C. Involves analysis of exploring data sets for performance tracking
- D. Involves the use of arithmetic algebra to determine the distribution
Answer: B
Explanation:
answer: A. Involves the use of descriptive statistics to understand observations.
Exploratory data analysis (EDA) is a method of analyzing and investigating data sets to summarize their main characteristics, often using statistical graphics and other data visualization methods. EDA involves the use of descriptive statistics, such as mean, median, mode, standard deviation, frequency, or percentage, to understand the distribution, central tendency, variability, and relationship of the data. EDA helps to see what the data can reveal beyond the formal modeling or hypothesis testing, and provides a better understanding of data set variables and the interactions between them1.
NEW QUESTION # 245
A data analyst who works for a government agency is required to obtain the average income of citizens. The list of citizens is given in the following table:
A value for one citizen's income is missing. Which of the following approaches should the data analyst take to solve this issue?
- A. Replace the missing value with the average of the rest of the unemployed citizens.
- B. Exclude employed citizens from the analysis.
- C. Insert the value 0 into the field with the missing value.
- D. Impute the mean of the other citizens' incomes into the field with the missing value.
Answer: D
Explanation:
Comprehensive and Detailed In-Depth
Handling missing datais crucial for maintaining the integrity of an analysis. Since the missing value belongs to anemployedindividual, the most appropriate method is toimpute the mean income of employed citizens.
Option A (Replace the missing value with the average of unemployed citizens):Incorrect. The missing income is for anemployedindividual, so it would be inappropriate to use the unemployed citizens' average.
Option B (Insert 0):Incorrect. Assigning 0 would be misleading since it does not reflect the income distribution for employed citizens.
Option C (Impute the mean of the other citizens' incomes):Correct.A common practice in data analytics ismean imputation, where missing values are replaced with the mean of similar cases (in this case, other employed citizens).
Option D (Exclude employed citizens from the analysis):Incorrect. This would remove valuable data and lead to biased results.
NEW QUESTION # 246
An analyst is reviewing the following data:
Car IDSpeed
123155
566436
564418
650567
546436
645638
Which of the following should the analyst include in the measures of central tendency for speed?
- A. Mode = 36 Median = 37 Mean = 41.5
- B. Mode = 36 Max = 67 Min = 18
- C. Mode = 38 Range = 31 Mean = 42.5
- D. Range = 49 Max = 67 Min = 18
Answer: A
Explanation:
The measures of central tendency include the mode, median, and mean. The mode is the value that appears most frequently in a data set. In this case, the speed of 36 appears twice, making it the mode. The median is the middle value when a data set is ordered from least to greatest; for these speeds, when ordered (18, 36, 36, 38, 55, 67), the median is the average of the two middle numbers, which is ( rac{36 + 38}{2} = 37 ). The mean is the average of all values, calculated as ( rac{55 + 36 + 18 + 67 + 36 + 38}{6} = 41.7 ).
Reference:
The calculation of the mode, median, and mean is based on standard statistical formulas and definitions.
The measures of central tendency for speed include the mode, median, and mean. To calculate these, we first need to organize the data:
Speeds in ascending order: 18, 36, 36, 38, 55, 67
Mode is the value that appears most frequently, which is 36, as it appears twice.
Median is the middle value when the data is ordered. Since we have an even number of observations, we take the average of the two middle values (36 and 38), resulting in 37.
Mean is the sum of all values divided by the number of values.(18+36+36+38+55+67)/6=41.5(18+36+36+38+55+67)/6=41.5.
Thus, the correct option is D, which includes Mode = 36, Median = 37, and Mean = 41.5. The range, maximum, and minimum values, although useful in understanding data dispersion, are not measures of central tendency and are therefore not relevant to this specific question.
NEW QUESTION # 247
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