The paper shall examine the best cities where a new college graduate shall find them easier to work in and start a family. The ranking metrics of the cities assigned equal amounts of weights with exceptions of the averages for Yelp ratings for restaurants and the Yelp bar ratings. We took the averages of the rankings from the three categories. For every category, the city that has got the highest average ranking was awarded 100% while the one with the lowest was awarded 0%. The final ranking was gotten by calculating the cities’ average score from all the categories. The research is based on the following three categories:

1. Bobs – for the job score, the overall unemployment rate is analyzed over the rate at which the bachelors are employed, the earnings they get, and the available job listings. The data is obtained from a one-year American survey by the American Census Bureau of the year 2019 while the overall unemployment rate is as per 2021 obtained from the Labor Statistics Local Area
2. Affordability – The score is centered on the monthly median rent of the city as well as the living cost. The number of the median rent was obtained from the Census Bureau conducted in the year 2019. The numbers of the cities as per the cost of living were obtained from the MIT wages calculator as per 2021 March.
3. Fun – For this score, we dug at how dining and entertainment are established and concentrated, the population’s age percentages from 20 years old to 29 years old, and the Yelp scores of bars and restaurants and this information was obtained from the Census Bureau of 2018 that represents restaurants and bars representing a percentage of all the restaurants and bars. The population was obtained from Yep.com API and the data was up to march 2021.

The following is the ranking of the best 10 cities from a list of 109:

1. Austin, United States of America

            Austin has a population of 2.25 million with a median cost of monthly rent of around 1174 dollars and has gotten respectable accolades in recent years like the glorious sunshine for its residents. The sunshine days are roughly 228 days every year.

2. Seattle, United States of America

            Seattle has a population of 3.46 million people and a monthly rent ranging from 1866 dollars every month. The population of people under the age of 30 years is 39% of the city. The city is commonly referred to as the Emerald City and is located on the coastal sides near the green forest of the gorgeous Dark. Seattle has a culture of dynamism that leaves its visitors spoiled for choices for the things to do. The salaries are presented at a cost because it is more expensive than other cities in America.

3. Boston, United States of America

            Boston has a population of 4.31 million people and its rental houses go at an average of 2115 American dollars every month. The annual salaries of its freshly graduate employees are at a median of 71 000 American dollars. Boston has 44% of its population beings people under the age of 30 years old. In the tourism sector, Boston has one of the best walking tours in America.

4. Perth, Australia

            Perth has a population of 1.96 million people living in the city, from which, 44% of the whole population are young people of age less than 30 years old. The coastal rent goes at a median of 780 American dollars every month. Young professionals find this city best to live in because of its stunning coastlines.

5. Masachuttes, United Kingdom

            Masachutes has a population of 2.7 million people living in the city. 50% of this population are young people under the age of 30 years old. The rental costs stand at a median of 1070 while the salary range stands at 44 000 American dollars every month. The city houses the three biggest universities with Manchester leading with a great youthful vibe.

6. Montreal, Canada

            Montreal houses a4.2 million people whom 36% of this population are youths under the age of 30 years old. The working class receives an annual median salary of 25 000  American dollars. The city's rental costs stand at a median of 1 122 American dollars per month.

7. Amsterrderm, Netherlands

            Amsterdam is home to 1.2 million people of which 39% of this population are youths under the age of 30 years old. The median rental cost of the city is 1 924 American dollars a month and annual salaries to professionals stand at a median of 77 000 American dollars. The city is small with a well-established transport system that makes it very easy to be accessible and moving around.

8. Berlin, Germany

            Berlin city has a population of 3.7 million people which 32% of which are youths under the age of 30 years. The city's rental houses cost a median rent of 1 328 a month and the median annual salary to the professionals is 63 000 American dollars. Young adults and artists are attracted to berlin due to its pull of professional vacancies.

9. Auckland, New Zealand

            Auckland is a city that houses a population of 1.5 million people.  22% of the population are youths under the age of 30 years old. Living in the city will attract annual median rental costs of 1 200 dollars per month and the median salary to its pool of employment stands at 48 000 American dollars.

10. Hanoi, Vietnam

            Hanoi is the only city in Asia that makes it to the top ten list. The population stands at 6.5 million people of which 30% are youths under the age of 30 years. Houses have a median rental cost of 336 American dollars per month while salaries to the employed stand at an annual median wage of 9 600 American dollars. Hanoi city has one of the fastest-growing economies in Asia but its living costs are still lower than the western cities.