1. Give the definition of Statistics due to Croxton and Cowden, and note down the importance of Statistics in the field of Economics. 2. Find Mean, Variance and Coefficient of vari... 1. Give the definition of Statistics due to Croxton and Cowden, and note down the importance of Statistics in the field of Economics. 2. Find Mean, Variance and Coefficient of variation for first n natural numbers. 3. The first three moments of a distribution about 2 are 1, 22 and 10. Find its mean, standard deviation and the third central moment.

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Understand the Problem

The question is asking for various aspects of statistics including definitions, calculations of statistical measures, and moments of a distribution. It covers definitions, variance calculations, and finding moments related to statistical distributions.

Answer

1. Statistics is defined as "the science of collecting, organizing, presenting, analyzing, and interpreting data." Importance: data analysis in economics. 2. Mean: $\frac{n + 1}{2}$, Variance: $21$, CV: $\frac{\sqrt{21}}{\frac{n + 1}{2}} \times 100$. 3. Mean: $3$, Standard Deviation: $\sqrt{21}$, Third Central Moment: $10$.
Answer for screen readers
  1. Statistics is defined as "the science of collecting, organizing, presenting, analyzing, and interpreting data." Its importance in economics includes data analysis for informed decision-making and forecasting.

  2. Mean: $\frac{n + 1}{2}$, Variance: $21$, Coefficient of Variation: $\frac{\sqrt{21}}{\frac{n + 1}{2}} \times 100$.

  3. Mean: $3$, Standard Deviation: $\sqrt{21}$, Third Central Moment: $10$.

Steps to Solve

  1. Definition of Statistics

    According to Croxton and Cowden, statistics can be defined as "the science of collecting, organizing, presenting, analyzing, and interpreting data."

    Importance in Economics Statistics is crucial in economics as it helps economists analyze data to make informed decisions, forecast economic trends, and evaluate policies.

  2. Finding Mean, Variance, and Coefficient of Variation for First n Natural Numbers

    • Mean Calculation
      The mean (average) of the first $n$ natural numbers is calculated using the formula:
      $$ \text{Mean} = \frac{1 + 2 + 3 + \ldots + n}{n} = \frac{n(n + 1)/2}{n} = \frac{n + 1}{2} $$

    • Variance Calculation
      The variance measures how spread out the numbers are. It can be calculated using:
      $$ \text{Variance} = \frac{1^2 + 2^2 + 3^2 + \ldots + n^2}{n} - \left(\frac{n + 1}{2}\right)^2 $$
      The sum of squares for the first $n$ natural numbers is given by:
      $$ S = \frac{n(n + 1)(2n + 1)}{6} $$
      Thus, variance becomes:
      $$ \text{Variance} = \frac{S}{n} - \left(\frac{n + 1}{2}\right)^2 $$

    • Coefficient of Variation
      The coefficient of variation (CV) is given by:
      $$ \text{CV} = \frac{\sigma}{\mu} \times 100 $$
      where $\sigma$ is the standard deviation and $\mu$ is the mean.

  3. Finding Mean, Standard Deviation, and Third Central Moment

    • Mean Calculation
      The mean is given by the first moment about 2, which is:
      $$ M = 2 + 1 = 3 $$

    • Standard Deviation Calculation
      The standard deviation ($\sigma$) is the square root of the variance. Variance can be derived from the second moment:
      $$ \text{Variance} = 22 - (3 - 2)^2 = 22 - 1 = 21 $$
      Thus,
      $$ \sigma = \sqrt{21} $$

    • Third Central Moment
      The third central moment is given and can be calculated using moments about the mean:
      It is the third moment about the mean, given by:
      $$ M_3 = \text{central moments} $$
      Since we want the third central moment, we use:
      $$ M_3 = 10 $$

  1. Statistics is defined as "the science of collecting, organizing, presenting, analyzing, and interpreting data." Its importance in economics includes data analysis for informed decision-making and forecasting.

  2. Mean: $\frac{n + 1}{2}$, Variance: $21$, Coefficient of Variation: $\frac{\sqrt{21}}{\frac{n + 1}{2}} \times 100$.

  3. Mean: $3$, Standard Deviation: $\sqrt{21}$, Third Central Moment: $10$.

More Information

Statistics plays a vital role in various fields, especially in economics, where data-driven decisions are crucial. The calculations for the first $n$ natural numbers offer a foundational understanding of statistical measures which are extensively applied in real-world data analysis.

Tips

  • Miscalculating sums: Ensure you use the correct formulas for the sum and sum of squares.
  • Ignoring units: Always include units where necessary for clarity.
  • Confusing different moments: Understand the difference between raw moments and central moments.

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