question archive For the first research question, we would like to study that among all the Canadian citizens who are older than 18, is there an association between the rating of Liberal Party and the rating of Immigrants? We would further want to explore this question in depth by exploring the strength of the association, and the direction of the association
For the first research question, we would like to study that among all the Canadian citizens who are older than 18, is there an association between the rating of Liberal Party and the rating of Immigrants? We would further want to explore this question in depth by exploring the strength of the association, and the direction of the association
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For the first research question, we would like to study that among all the Canadian citizens who are older than 18, is there an association between the rating of Liberal Party and the rating of Immigrants? We would further want to explore this question in depth by exploring the strength of the association, and the direction of the association.
**Motivation:**Liberal Party is known to be very supportive of the intake of immigrants. However, it is essential to know whether voters have a positive or negative rating about immigrants, which can directly affect their decisions on whether they would vote for a party that is a huge supporter of admitting immigrants into the country.
**Data Summary:** We used the 2019 election survey data. For this research question, we first filtered the data by all participants in the survey that are above 18 years old and those who are Canadian Citizens. Then we filtered out all the NA values to make sure we would not get NA results when performing the linear regression.
#Conclusions
Based on all the researches we did above, we can first conclude that there is a positive association between the rating of Liberal Party and rating of immigrants, which means that people who vote for Liberal Party are more likely to accept immigrants, thus, those that support the intake of immigrants can possibly be the target people to promote towards for the next election.
Furthermore, from the second research question, many more people wanted to see more spending in education. Thus, it can suggest that for the next election, Liberal Party can possibly consider more on the funding and improvement of education systems in Canada to win the hearts of those who want to see more spending in education, which is eventually the majority of voters.
Lastly, from the last research question, we can conclude that the proportion of employment between Liberal Party, and its main competitor, Conservative Party, are equal. Thus, it can possibly suggest that employment may not be one of the potential influencers. Moreover, since the proportion of employment rate is relatively low (~0.6 for both parties), Liberal Party can possibly consider bringing more policies for better employment benefits that can appeal to the voters.
