Collection, Classification and Presentation of Data: Frequency Distribution, Histogram, Ogive and Pie Chart for SSC Statistics
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PDF Notes: Collection, Classification and Presentation of Data: Frequency Distribution, Histogram, Ogive and Pie Chart for SSC Statistics
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Every statistical analysis starts with collecting the data and presenting it in a clear form. SSC CGL (Statistics paper) and SSC JSO ask questions on the types of data, the frequency distribution, the class mark, the cumulative frequency and the graphs. This guide on collection, classification and presentation of data for SSC explains all of these with formulas, solved examples and practice questions.
Types of Data
| Basis | Type | Meaning | Example |
|---|---|---|---|
| Source | Primary data | Collected first-hand by the investigator | Survey, interview, experiment |
| Source | Secondary data | Collected earlier by others and used again | Census report, RBI bulletin |
| Nature | Qualitative (attribute) | Cannot be measured in numbers | Gender, religion, colour |
| Nature | Quantitative (variable) | Measured in numbers | Height, income, marks |
| Variable | Discrete | Takes only specific (usually whole) values | Number of children |
| Variable | Continuous | Takes any value in a range | Height, weight, time |
Methods of Collecting Primary Data
- Direct personal investigation (interview).
- Indirect oral investigation (through third persons).
- Questionnaires or schedules sent by mail or filled by enumerators.
- Observation and experiment.
- Telephone and online surveys.
Classification and Tabulation
Classification is the grouping of data into classes. The types are geographical, chronological, qualitative and quantitative (according to numerical value). Tabulation is the arrangement of the classified data in rows and columns. The parts of a table are the title, stub, caption, body, headnote and footnote.
Frequency Distribution
| Term | Meaning |
|---|---|
| Class interval | A range of values such as 10–20 |
| Class limits | Lower limit (L) and upper limit (U) of a class |
| Class width (size) | U − L (for exclusive classes) |
| Class mark (mid-value) | (L + U) / 2 |
| Frequency (f) | Number of observations in a class |
| Cumulative frequency | Running total of the frequencies |
| Relative frequency | f / total frequency |
| Exclusive classes | Upper limit of a class is not included (10–20, 20–30) |
| Inclusive classes | Both limits are included (10–19, 20–29) |
- To convert an inclusive class into an exclusive class, subtract half of the gap (0.5) from the lower limit and add it to the upper limit: 10–19 becomes 9.5–19.5.
- Sturges’ rule for the number of classes: k = 1 + 3.322 log N.
- Cumulative frequency can be “less than” type (adds from the top) or “more than” type (adds from the bottom).
Graphical Presentation
| Graph | Use | Notes |
|---|---|---|
| Bar diagram | Compare discrete data or categories | Bars have equal width and gaps between them |
| Histogram | Continuous frequency distribution | Bars touch each other; area is proportional to frequency; the mode can be found from it |
| Frequency polygon | Compare two or more distributions | Join the mid-points of the tops of the bars |
| Frequency curve | Smoothed polygon | Shows the shape of the distribution |
| Ogive (cumulative frequency curve) | Find the median, quartiles and percentiles | Less-than and more-than ogives meet at the median |
| Pie chart | Show parts of a whole | Angle of a sector = (value / total) × 360° |
| Line graph | Show a trend over time | Used for time series |
Solved Examples
Example 1. Find the class mark of the class 10–20.
(10 + 20)/2 = 15.
Example 2. Convert the inclusive class 20–29 into an exclusive class.
19.5–29.5.
Example 3. In a pie chart, 30 out of 120 students prefer cricket. What is the angle of the cricket sector?
30/120 × 360 = 90°.
Example 4. The frequencies of four classes are 5, 8, 12 and 5. Find the cumulative frequencies.
5, 13, 25, 30.
Example 5. The less-than and more-than ogives of a distribution intersect at the value 45. What does the point represent?
The median is 45.
Tricks
- Remember that the intersection of the two ogives gives the median.
- The histogram is used to find the mode graphically.
- For a pie chart, always use 360° for the total.
- In inclusive classes, first convert to the true class limits before calculating the mean or median.
Quick Tips
- Learn the difference between primary and secondary data.
- Convert inclusive classes to exclusive classes before calculations.
- Remember that the ogive gives the median.
- Use 360 degrees for pie charts.
Quick Revision Points
- Class mark = (L + U)/2.
- Histogram: continuous data; bar chart: discrete.
- Ogive intersection = median.
- Pie chart angle = value/total × 360.
- Sturges’ rule: k = 1 + 3.322 log N.
Practice Questions With Answers
- Find the class mark of 40–50.
Answer: 45 - What graph is used to find the median graphically?
Answer: Ogive - What graph is used to find the mode graphically?
Answer: Histogram - In a pie chart, 25% corresponds to what angle?
Answer: 90° - Convert the class 30–39 (inclusive) to the exclusive form.
Answer: 29.5–39.5 - What is data collected by the investigator first-hand called?
Answer: Primary data - What is the cumulative frequency of the last class equal to?
Answer: The total frequency - What is the class width of 20–30?
Answer: 10 - Which data take any value in a range?
Answer: Continuous data - Which diagram joins the mid-points of the tops of the histogram bars?
Answer: Frequency polygon
How to Practise This Chapter
Practise 10 questions every day and write the steps on paper. Then attempt timed sets from our practice papers and the previous year papers page. See all topics on the Statistics notes page and the next topic Index Numbers.
Frequently Asked Questions
What is primary data?
Data collected first-hand for a specific purpose.
What is secondary data?
Data already collected by someone else and used again.
What is a frequency distribution?
A table showing how often each value or class of values occurs.
What is a class mark?
The mid-value of a class: (lower limit + upper limit)/2.
What is the difference between exclusive and inclusive classes?
In exclusive classes the upper limit is not included in the class; in inclusive classes both limits are included.
What is a histogram?
A graph of a continuous frequency distribution with touching bars.
What is an ogive?
A graph of the cumulative frequency distribution.
How do I find the median from ogives?
It is the x-coordinate of the point where the less-than and more-than ogives meet.
How do I calculate a pie chart angle?
(value/total) × 360°.
What is tabulation?
The systematic presentation of data in rows and columns.
Is this asked in SSC CGL Statistics?
Yes. It forms the base of the descriptive statistics part.
What is Sturges’ rule?
A rule to decide the number of classes: 1 + 3.322 log N.
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Probability Distributions Notes for SSC Statistics
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Index Numbers in Statistics: Laspeyres, Paasche, Fisher Formulas, CPI, WPI and Solved Examples for SSC CGL Statistics
Rahul Kumar
SSC Exam Expert & Content Editor
Rahul is a senior SSC exam strategist with 8+ years of experience helping aspirants crack CGL, CHSL and MTS exams. He writes in-depth notification breakdowns, exam pattern guides and preparation strategies.