Title : “Preferences of People Towards Popular Cities.”
Author: Varun Naresh Kairamkonda
Introduction:
People’s preferences towards popular cities are influenced by various social, economic, cultural, and infrastructural factors. In India, metropolitan and historically important cities like Mumbai, Hyderabad, Kolkata, and Lucknow attract people for different reasons such as employment opportunities, education, lifestyle, safety, cost of living, and cultural environment. Each city has its own unique characteristics, which shape the perceptions and preferences of people when choosing a place to live, work, study, or invest.
Objective: To study preference of people towards popular cities.
Literature Review:
Data Collection:
The data for Mumbai, Hyderabad, Kolkata and Lucknow was collected through a structured questionnaire from 25 respondents. The respondents were asked to rate the Cities on a scale of 0–10 based on their preference. The ratings given by respondents were compiled in Microsoft Excel. The ratings of Mumbai, Hyderabad, Kolkata and Lucknow were taken as four different groups and ANOVA: Single Factor method was applied to analyse the differences among the cities ratings.
Data Analysis:
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Anova: Single Factor |
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SUMMARY |
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Groups |
Count |
Sum |
Average |
Variance |
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mumbai |
25 |
221 |
8.84 |
2.39 |
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hyderabad |
25 |
198 |
7.92 |
3.49333 |
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kolkata |
25 |
122 |
4.88 |
14.1933 |
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lucknow |
25 |
157 |
6.28 |
9.46 |
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ANOVA |
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Source of Variation |
SS |
df |
MS |
F |
P-value |
F crit |
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Between Groups |
231.08 |
3 |
77.0267 |
10.4313 |
5.28E-06 |
2.69939 |
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Within Groups |
708.88 |
96 |
7.38417 |
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Total |
939.96 |
99 |
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The one-way ANOVA results indicate that there are statistically significant differences among the mean values of the four groups—Mumbai, Hyderabad, Kolkata, and Lucknow. Specifically, Mumbai has the highest mean (8.84) with relatively low variance (2.39), followed by Hyderabad (mean = 7.92, variance = 3.49), Lucknow (mean = 6.28, variance = 9.46), and Kolkata, which has the lowest mean (4.88) and the highest variability (variance = 14.19). The between-group variability (SS = 231.08, df = 3, MS = 77.03) is substantially larger than the within-group variability (SS = 708.88, df = 96, MS = 7.38), resulting in an F-statistic of 10.43. Since this F-value exceeds the critical value of 2.70 and the p-value (5.28 × 10⁻⁶) is far below the 0.05 significance level, the null hypothesis of equal means is rejected. This implies that at least one group mean differs significantly from the others, although further post hoc analysis would be required to identify the specific group differences.
Conclusion : Consumers can prefer Mumbai as it has significant difference in the preference ratings.
References: