Chapter 08 Use of Statistical Tools
1. Introduction
You have studied about the various statistical tools. These tools are important for us in daily life and are used in the analysis of data pertaining to economic activities such as production, consumption, distribution, banking and insurance, trade, transport, etc. In this chapter, you will learn the method of developing a project. This will help in understanding how statistical tools and methods can be used for various types of analysis. For example, you may have to collect information about a product from the consumer or about a new product or service to be launched in the market by the producer or analyse the spread of information technology in schools and so on. Developing a project by conducting a survey and preparing a report will help in analysing relevant information and suggesting improvements in a product or system.
Steps Towards Making a Project
Identifying a problem or an area of study
At the outset, you should be clear about what you want to study. On the basis of your objective, you will proceed with the collection and processing of the data. For example, production or sale of a product like car, mobile phone, shoe polish, bathing soap or a detergent, may be an area of interest to you. You may like to address certain water or electricity problems relating to households of a particular area. You may like to study about consumer awareness among households, i.e., awareness about rights of consumers.
Choice of Target Group
The choice or identification of the target group is important for framing appropriate questions for your questionnaire. If your project relates to cars, then your target group will mainly be the middle income and the higher income groups. For the project studies relating to consumer products like soap, you will target all rural and urban consumers. For the availability of safe drinking water your target group can be both urban and rural population. Therefore, the choice of target groups, to identify those persons on whom you focus your attention, is very important while preparing the project report.
Collection of Data
The objective of the survey will help you to determine whether the data collection should be undertaken by using primary method, secondary method or both the methods. As you have read in Chapter 2, a first hand collection of data by using primary method can be done by using a questionnaire or an interview schedule, which may be obtained by personal interviews, mailing/postal surveys, phone, email, etc. Postal questionnaire must have a covering letter giving details about the purpose of inquiry. Your objective will be to determine the size and characteristics of your target group. For example, in a study pertaining to the primary and secondary level female literacy or consumption of a particular brand or soap, you will have to go to each and every family or household to collect the information i.e. you have to collect primary data. If sampling is used in your method of data collection, then care has to be taken about the suitability of the method of sampling.
Secondary data can also be used provided it suits your requirement. Secondary data are usually used when there is paucity of time, money and manpower resources and the information is easily available.
Organisation and Presentation of Data
After collecting the data, you need to process the information so received, by organising and presenting them with the help of tabulation and suitable diagrams, e.g. bar diagrams, pie diagrams, etc. about which you have studied in chapter 3 and 4.
Analysis and Interpretation
Measures of Central Tendency (e.g. mean), Measures of Dispersion (e.g. Standard deviation), and Correlation will enable you to calculate the average, variability and relationship, if it exists among the variables. You have acquired the knowledge related to abovementioned measures in chapters 5 and 6 .
Conclusion
The last step will be to draw meaningful conclusions after analysing and interpreting the results. If possible you must try to predict the future prospects and suggestions relating to growth and government policies, etc. on the basis of the information collected.
Bibliography
In this section, you need to mention the details of all the secondary sources, i.e., magazines, newspapers, research reports used for developing the project.
2. Suggested List of Projects
These are a few suggested projects. You are free to choose any topic that deals with an economic issue.
- Consider yourself as an advisor to Transport Minister who aims to bring about a better and coordinated system of transportation. Prepare a project report.
- You may be working in a village cottage industry. It could be a unit manufacturing dhoop, agarbatti, candles, jute products, etc. You want to start a new unit of your own. Prepare a project proposal for getting a bank loan.
- Suppose you are a marketing manager in a company and recently you have put up advertisements about your consumer product. Prepare a report on the effect of advertisements on the sale of your product.
- You are a District Education Officer, who wants to assess the literacy levels and the reasons for dropping out of school children. Prepare a report.
- Suppose you are a Vigilance Officer of an area and you receive complaints about overcharging of goods by traders i.e., charging a higher price than the Maximum Retail Price (MRP). Visit a few shops and prepare a report on the complaint.
- Consider yourself to be the head of Gram Panchayat of a particular village who wants to improve amenities like safe drinking water to your people. Address your issues in a report form.
- As a representative of a local government, you want to assess the participation of women in various employment schemes in your area. Prepare a project report.
- You are the Chief Health Officer of a rural block. Identify the issues to be addressed through a project study. This may include health and sanitation problems in the area.
- As the Chief Inspector of Food and Civil Supplies department, you have received a complaint about food adulteration in the area of your duty. Conduct a survey to find the magnitude of the problem.
- Prepare a report on Polio immunisation programme in a particular area.
- You are a Bank Officer and want to survey the saving habits of the people by taking into consideration income and expenditure of the people. Prepare a report.
- Suppose you are part of a group of students who wants to study farming practices and the problems facing farmers in a village. Prepare a project report.
3. Sample Project
This is a sample project for your guidance. Depending on the subject of your study the method used will obviously be different from the one used here.
Project
$\mathrm{X}$ is a young entrepreneur who wants to set up a factory to produce toothpaste. You are asked to advise X about how he should proceed.
One of the first things you could do would be to study people’s tastes with regard to toothpastes, their monthly expenses on toothpaste and other relevant facts. For this, you may decide to collect primary data.
The data is to be collected with the help of a questionnaire. Whatever questionnaire you use must be capable of generating the information which you need for your study. Suppose you decide that the most important information that you need for your study is:
- The average monthly expenditure on toothpaste
- The brands of toothpaste that are currently in demand
- The attitude of the customers towards these brands
- Customers’ preferences in regard to ingredients in the toothpaste
- The major media influences on consumers’ demand for toothpaste
- The relation between income and all the above factors.
If you can get hold of a questionnaire that has already been tried out and tested (perhaps for some similar study), you could use it after suitably modifying it to suit your requirements. Otherwise, you may need to prepare the questionnaire yourself, making sure that all the required information has been asked for.
EXAMPLE OF GUESTIONNAIRE TO BE USED FOR THIS PROJECT REPORT
1. Name
2. Sex
3. Ages of family members (in years)
____________________________________
____________________________________
____________________________________
____________________________________
____________________________________
____________________________________
4. Total Number of family members:-
5. Monthly family income
6. Location of residence Urban $\square$
$\qquad \qquad \qquad \qquad $ Rural $\square$
7. Major occupation of the main bread-winner:
(i) Service $\square$
(ii) Professional $\square$
(iii) Manufacturer $\square$
(iv) Trader $\square$
(v) Any other (please specify) $\square$
8. Does your family use toothpaste to clean your teeth?
Yes $\square \quad$ No $\square$
9. If Yes, then according to you what should be the essential qualities of a good toothpaste (you can tick more than one option):
(i) Plain $\square$
(ii) Gel $\square$
(iii) Antiseptic $\square$
(iv) Flavoured $\square$
(v) Carries Protection $\square$
(vi) Fluoride $\square$
(vii) Other ____________
10. If Yes, which brand of toothpaste do you use? ___________
11. How many 100 gram packs of this toothpaste do you use per month?
12. Are you satisfied with this toothpaste?
Yes $\square$ $\quad$ No $\square$
13. Are you prepared to try out a new toothpaste?
Yes $\square$ $\quad$ No $\square$
14. If Yes, what are the features you would like in the new toothpaste? (you can tick more than one option):
(i) Plain $\square$
(ii) $\mathrm{Gel}$ $\square$
(iii) Antiseptic $\square$
(iv) Flavoured $\square$
(v) Carries Protection $\square$
(vi) Fluoride $\square$
(vii) Other _______________
15. What are the main sources of your information about toothpaste?
(i) Cinema $\square$
(ii) Exhibitions $\square$
(iii) Internet $\square$
(iv) Magazines $\square$
(v) Newspapers $\square$
(vi) Radio $\square$
(vii) Sales Representatives $\square$
(vii) Television $\square$
(ix) Other _______________
Data Analysis and Interpretation
After collecting the required information you now have to organise and analyse. The final report may be as follows:
Example of Simplified Project Report
- Total Sample Size: 100 households
- Location: Urban $67 %$
$\qquad \qquad \qquad$ Rural $33 %$
Observation: Majority of users belonged to urban area.
(i) Age distribution
Age in years | No. of Persons |
---|---|
Below 10 | 74 |
10–20 | 56 |
20–30 | 91 |
30-40 | 146 |
40-50 | 93 |
Above 50 | 40 |
Total | 500 |
Fig. 8.1: Bar diagram
Fig. 8.2: Bar diagram
Observation: Majority of the families surveyed have 3-6 members.
(iii) Monthly Family Income status
Income | No. of Households |
---|---|
0-10,000 | 20 |
10,000-20,000 | 40 |
20,000-30,000 | 30 |
30,000-40,000 | 10 |
Frequncy Distribution of Monthly Family Income and Calculation of Mean and Standard Deviation
Income Class | Midpoint $x$ | Freq.f | $d^{\prime}=(X-20000) / 5000$ | $f d^{\prime}$ | $f d^{\prime 2}$ |
---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) |
0-10000 | 5000 | 20 | -3 | -60 | 180 |
10000-20000 | 15000 | 40 | -1 | -40 | 40 |
20000-30000$ | 25000 | 30 | 1 | 30 | 30 |
30000-40000 | 35000 | 10 | 3 | 30 | 90 |
100 | -40 | 340 |
Observation: Majority of the persons surveyed belonged to age group 20-50 years.
(ii) Family Size
Family size | No. offamilies |
---|---|
1-2 | 20 |
3-4 | 40 |
5-6 | 30 |
Above 6 | 10 |
Total | 100 |
Histogram for this data is shown below.
Fig. 8.3: Histogram
Observation: Majority of the families surveyed have monthly income between 10,000 to 30,000 .
$$ \begin{aligned} \overline{\mathrm{X}} & =\mathrm{A}+\frac{\sum \mathrm{d}^{\prime}}{\sum \mathrm{f}} \mathrm{c}=2000+\frac{(-40)}{100} \times 5000 \\ & =20000-2000=18000 \end{aligned} $$
$$\sigma=\sqrt{\frac{\sum \mathrm{fd}^{\prime 2}}{\sum \mathrm{f}^{2}}-\left(\frac{\sum \mathrm{fd}^{\prime}}{\sum \mathrm{f}}\right)^{2}} \times \mathrm{c}$$
$$\sigma=\sqrt{\frac{340}{100}-\left(\frac{-40}{100}\right)^{2}} \times \mathrm{c}$$
$$=\sqrt{3.40-0.16} \times 5000$$
$$=\sqrt{3.24} \times 5000$$
$$=1.8 \times 5000$$
$$=9000$$
The mean income was Rs. 18000 and standard deviation was Rs. 9000
(iv) Monthly Family budget on toothpaste
The mean expenditure on toothpaste per household was Rs. 104 per month and standard deviation was Rs.35.60.
$$ \begin{aligned} \overline{\mathrm{X}} & =\mathrm{A}+\frac{\sum \mathrm{fd}^{\prime}}{\sum \mathrm{f}} \times \mathrm{c} \\ & =100+\frac{10}{100} \times 40 \\ & =104 \end{aligned} $$
$$ \begin{aligned} \sigma & =\sqrt{\frac{\sum \mathrm{fd}^{2}}{\sum \mathrm{f}}-\left(\frac{\sum \mathrm{fd}^{2}}{\sum \mathrm{f}}\right)^{2}} \times 40 \\ \sigma & =\sqrt{\frac{80}{100}-\left(\frac{10}{100}\right)^{2}} \times 40 \\ & =\sqrt{0.8-0.01} \times 40 \\ & =\sqrt{0.79} \times 40 \\ & =0.89 \times 40 \\ & =35.60 \end{aligned} $$
Frequncy Distribution of Monthly Family Expenditure on Toothpaste and Calculation of Mean and Standard Deviation
Income Class | Midpoint $x$ | Freq.f | $d^{\prime}=(X-100) / 40$ | $f d^{\prime}$ | $f d^{\prime 2}$ |
---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) |
0-40 | 20 | 5 | -2 | -10 | 20 |
40-80 | 60 | 20 | -1 | -20 | 20 |
80-120 | 100 | 40 | 0 | 0 | 0 |
120-160 | 140 | 30 | 1 | 30 | 30 |
160-200 | 180 | 5 | 2 | 10 | 20 |
100 | 10 | 90 |
(v) Major Occupational Status
Family Occupation | No. of Families |
---|---|
Service | 30 |
Professional | 5 |
Manufacture | 10 |
Trader | 40 |
Any other (please specify) | 15 |
Fig. 8.4: Pie diagram
Observation: Majority of the families surveyed were either service class or traders.
(vi) Preferred use of toothpaste
Brand | No. of $\mathrm{Hh}$. | Brand | No. of $\mathrm{Hh}$. |
---|---|---|---|
Aquafresh | 5 | Anchor | 4 |
Cibaca | 9 | Babool | 3 |
Close-up | 12 | Promise | 3 |
Colgate | 18 | Meswak | 5 |
Pepsodent | 20 | OralB | 7 |
Pearl | 4 | Sensodyne | 7 |
Any other | 3 |
Observation: Pepsodent, Colgate and Close-up were the most preferred brands.
(vii) Basis of selection
Features | Family members |
---|---|
Advertisement | 15 |
Persuaded by the Dentist | 5 |
Price | 35 |
Quality | 45 |
Taste | 20 |
Ingredients | 10 |
Standardised marking | 50 |
Tried new product | 10 |
Company’s brand name | 35 |
Observation: Majority of the people selected the toothpaste on the basis of standardised markings, quality, price and company’s brand name.
(viii) Taste and Preferences
Brand | Satisfied | Unsatisfied |
---|---|---|
Aquafresh | 2 | 3 |
Cibaca | 5 | 4 |
Close up | 10 | 2 |
Colgate | 16 | 2 |
Meswak | 3 | 2 |
Pepsodent | 18 | 2 |
Anchor | 2 | 2 |
Babool | 2 | 1 |
Promise | 2 | 1 |
OralB | 4 | 3 |
Sensodyne | 5 | 2 |
Pearl | 2 | 2 |
Observation: Amongst the most used toothpastes the percentage of dissatisfaction was relatively less.
(ix) Ingredients Preference
Plain | 40 |
---|---|
Gel | 70 |
Antiseptic | 80 |
Flavoured | 50 |
Carries protective | 30 |
Fluoride | 10 |
Observation: Majority of the people preferred gel and antiseptic-based toothpastes over the others.
(x) Media Influence
Advertisement | Families Influenced |
---|---|
Television | 47 |
Newspaper | 30 |
Magazine | 20 |
Cinema | 25 |
Sales representative | 15 |
Exhibits - stall | 10 |
Radio | 18 |
Fig. 8.5: Bar diagram
Observation: Majority of people came to know about the product either through television or through newspaper.
(xi) Concluding Note of the Project Report
Majority of the users belonged to urban area. Most of the people who were surveyed belonged to age group 25 to 50 years and had an average 3-6 members in a family. The monthly income of these families ranged between Rs 10,000 and Rs 30,000 and their main occupations were service and trading. Expenditure on toothpaste accounted for about Rs. 104 per month per household. Pepsodent, Colgate and Close-up were the most preferred brands in the households surveyed. People preferred those brands of toothpaste which has either gel or antiseptic based. A lot of people get influenced by advertisements and the most popular medium to get across through people is television.
Recap
- The objective of the study should be clearly identified.
- The population and sample has to be chosen carefully.
- The objective of survey will indicate the type of data to be used.
- A questionnaire/interview schedule is prepared.
- Collected data can be analysed by using various statistical tools.
- Results are interpreted to draw meaningful conclusions.