๋ณธ๋ฌธ ๋ฐ”๋กœ๊ฐ€๊ธฐ
Analysis Project

2020 Kaggle Survey (kaggle survey_Company)

by rubyda 2021. 1. 13.
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๐Ÿ“ ์บ๊ธ€์—์„œ๋Š” 2017๋…„๋ถ€ํ„ฐ ์„ค๋ฌธ์กฐ์‚ฌ๋ฅผ ์‹œ์ž‘ํ•˜์˜€์Šต๋‹ˆ๋‹ค. 2020๋…„์—๋„ ์„ค๋ฌธ์กฐ์‚ฌ๋ฅผ ์‹ค์‹œํ–ˆ์œผ๋ฉฐ ์ด ๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์„ํ•˜์—ฌ ์ธ์‚ฌ์ดํŠธ๋ฅผ ์ฐพ์•„๋ณด๊ณ ์ž ๋ถ„์„์„ ์ง„ํ–‰ํ•˜์˜€์Šต๋‹ˆ๋‹ค.

 

์งˆ๋ฌธ์— ๋”ฐ๋ผ ์นดํ…Œ๊ณ ๋ฆฌ๋ฅผ ๋ถ„๋ฅ˜ํ•˜์—ฌ ๋ถ„์„ ๊ฒฐ๊ณผ๋ฅผ ๊ณต์œ ํ•˜๊ณ ์ž ํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฒˆ ์‹œ๊ฐ„์— ๊ณต์œ ํ•  ์ฃผ์ œ๋Š” ์บ๊ธ€๋Ÿฌ๋“ค์˜ ํšŒ์‚ฌ ํŠน์ง•์— ๊ด€ํ•œ ๋‚ด์šฉ์ž…๋‹ˆ๋‹ค.

 

โœ๏ธCompany of the Kaggler


Q20 What is the size of the company where you are employed?

์บ๊ธ€ ์‚ฌ์šฉ์ž๋“ค์ด ๊ณ ์šฉ๋˜๊ณ  ์žˆ๋Š” ํšŒ์‚ฌ ๊ทœ๋ชจ์— ๊ด€ํ•œ ์งˆ๋ฌธ์ž…๋‹ˆ๋‹ค. 50๋ช… ๋ฏธ๋งŒ์˜ ์‚ฌ์›๋“ค์ด ์žˆ๋Š” ํšŒ์‚ฌ๋ฅผ ๋‹ค๋‹ˆ๊ณ  ์žˆ๋Š” ์‚ฌ๋žŒ๋“ค์ด ๋งŽ์•˜์Šต๋‹ˆ๋‹ค.

 

Q21 Approximately how many individuals are responsible for data science workloads at your place of business?

ํ˜„์—…์—์„œ ๋ฐ์ดํ„ฐ ๊ณผํ•™๊ณผ ๊ด€๋ จ๋œ ์ผ์„ ํ•˜๋Š” ์‚ฌ๋žŒ๋“ค์— ์ˆ˜์— ๊ด€ํ•œ ์งˆ๋ฌธ์ž…๋‹ˆ๋‹ค. 1~2๋ช… ์ •๋„ ๊ทธ๋ฆฌ๊ณ  0๋ช…์ด ๋งŽ๋‹ค๋Š” ๊ฒฐ๊ณผ๊ฐ€ ๋‚˜์™”์Šต๋‹ˆ๋‹ค.

 

๋ฐ์ดํ„ฐ ๊ณผํ•™์ด ์ด์Šˆ๊ฐ€ ๋งŽ์ด ๋˜๊ณ  ์žˆ๋Š” ์‹œ๋Œ€์ธ๋ฐ ์ƒ๊ฐ๋ณด๋‹ค ์ ์€ ๊ฒฐ๊ณผ๊ฐ€ ๋‚˜์™”๋‹ค๊ณ  ์ƒ๊ฐ์„ ํ•˜์˜€์Šต๋‹ˆ๋‹ค. ๊ทธ๋Ÿฐ๋ฐ 3์œ„์— 20๋ช…์ด์ƒ์ด ์žˆ๋Š”๊ฒƒ์œผ๋กœ ๋ณด์•„ ํšŒ์‚ฌ๋ณ„๋กœ ์ฐจ์ด๊ฐ€ ์กด์žฌํ•  ๊ฒƒ ๊ฐ™๋‹ค๋Š” ์ƒ๊ฐ์„ ํ•˜์˜€์Šต๋‹ˆ๋‹ค.

 

Q22 Does your current employer incorporate machine learning methods into their business?

์‹ค์ œ๋กœ ๋น„์ฆˆ๋‹ˆ์Šค์— ๋จธ์‹ ๋Ÿฌ๋‹์„ ์‚ฌ์šฉํ•˜๋Š”์ง€์— ๊ด€ํ•œ ์งˆ๋ฌธ์ž…๋‹ˆ๋‹ค.

 

ํƒ์ƒ‰์ค‘์ด๋‹ค๋Š” ๊ฒฐ๊ณผ๊ฐ€ ์ œ์ผ ๋งŽ์•˜๊ณ , ๋‹ค์Œ์œผ๋ก  ์‚ฌ์šฉํ•˜์ง€ ์•Š๊ณ  ์žˆ๋‹ค๋Š” ๊ฒฐ๊ณผ๊ฐ€ ๋งŽ์•˜์Šต๋‹ˆ๋‹ค. ์•„์ง๊นŒ์ง€๋Š” ์ฃผ๋กœ ์‚ฌ์šฉํ•˜์ง€ ์•Š๊ฑฐ๋‚˜ ์‹œ๋„์ค‘์ธ ํšŒ์‚ฌ๋“ค์ด ๋งŽ์Šต๋‹ˆ๋‹ค.

 

Q23 Select any activities that make up an important part of your role at work: (Select all that apply)

ํšŒ์‚ฌ์—์„œ ๋‹ด๋‹นํ•˜๊ณ  ์žˆ๋Š” ์—ญํ•  ์ค‘ ๊ฐ€์žฅ ์ค‘์š”ํ•œ ๋ถ€๋ถ„์— ๊ด€ํ•œ ์งˆ๋ฌธ์ž…๋‹ˆ๋‹ค.

 

์ƒ์œ„๊ถŒ์—๋Š” ๋น„์ฆˆ๋‹ˆ์Šค ์˜์‚ฌ ๊ฒฐ์ •์„ ์œ„ํ•œ ๋ถ„์„ ๋ฐ ์ดํ•ด, ๋จธ์‹ ๋Ÿฌ๋‹์„ ์ ์šฉํ•˜๊ธฐ ์œ„ํ•œ ํ”„๋กœํ† ํƒ€์ž…์„ ๋งŒ๋“ ๋‹ค. ๋“ฑ์ด ์žˆ์—ˆ์Šต๋‹ˆ๋‹ค.

 

Q24 What is your current yearly compensation (approximate $USD)?

๋ถ„์„ ๊ฒฐ๊ณผ 0~999$ ์‚ฌ์ด๊ฐ€ ๊ฐ€์žฅ ๋งŽ์•˜์Šต๋‹ˆ๋‹ค. ํ•™์ƒ๋“ค์ด ๋งŽ์ด ์กด์žฌํ•ด์„œ ์ด๋Ÿฌํ•œ ๊ฒฐ๊ณผ๊ฐ€ ๋‚˜์™”์„ ๊ฒƒ์ด๋ผ๊ณ  ์˜ˆ์ƒํ•ด๋ณผ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. 

 

ํ•œ๋ฒˆ ํ•œ๊ตญ๋งŒ ํ•„ํ„ฐ๋ง์„ ํ•ด์„œ ๋ถ„์„ ๊ฒฐ๊ณผ๋ฅผ ๋ณด๋„๋ก ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค.

ํ•œ๊ตญ๋งŒ ํ•„ํ„ฐ๋ง์„ ํ•˜๋‹ˆ ์กฐ๊ธˆ ๋‹ค๋ฅธ ๊ฒฐ๊ณผ๊ฐ€ ๋‚˜์™”์Šต๋‹ˆ๋‹ค. 30,000~39,999 ์‚ฌ์ด์— ํ•ด๋‹นํ•˜๋Š” ์›”๊ธ‰์„ ๊ฐ€์žฅ ๋งŽ์ด ๋ฐ›๋Š”๋‹ค๋Š” ๊ฒฐ๊ณผ๊ฐ€ ๋‚˜์™”์Šต๋‹ˆ๋‹ค. ๋‹ค์Œ์œผ๋กœ๋Š” ์—ญ์‹œ ํ•™์ƒ๋“ค์ด ๋งŽ์•„ 0-999 $ ๊ฐ€ ๋งŽ์€ ๊ฒฐ๊ณผ๊ฐ€ ๋‚˜์™”์Šต๋‹ˆ๋‹ค. ๊ทธ๋Ÿฐ๋ฐ ๊ทธ๋ž˜ํ”„์˜ ๋ฐ‘์„ ๋ณด๋ฉด 500,000 $ ์ด์ƒ๋„ ๋ฐ›๋Š” ์‚ฌ๋žŒ๋“ค์ด ์žˆ์—ˆ์Šต๋‹ˆ๋‹ค. ๊ทธ๋ž˜ํ”„๋ฅผ ๋ณด๋‹ˆ ํ•œ๋ช…์ •๋„ ์žˆ๋Š”๊ฒƒ ๊ฐ™์Šต๋‹ˆ๋‹ค!!

 

Q25 Approximately how much money have you (or your team) spent on machine learning and/or cloud computing services at home (or at work) in the past 5 years (approximate $USD)?

 

์ง€๋‚œ 5๋…„๋™์•ˆ ๊ฐœ์ธ์ด๋‚˜ ํŒ€์—์„œ ๋จธ์‹ ๋Ÿฌ๋‹ ๋ฐ ํด๋ผ์šฐ๋“œ ์ปดํ“จํŒ… ์„œ๋น„์Šค์— ์ง€์ถœํ•œ ๋น„์šฉ์€ ์–ผ๋งŒ์ง€์— ๊ด€ํ•œ ์งˆ๋ฌธ์ž…๋‹ˆ๋‹ค.  

 

๋ˆ์„ ์ง€๋ถˆํ•˜์ง€ ์•Š์€ ์‚ฌ๋žŒ๋“ค์ด ๋งŽ์•˜์Šต๋‹ˆ๋‹ค.


 

์ฝ”๋“œ๋งํฌ


 

github.com/jaaaamj0711/kaggle_study/blob/master/kaggle_survey/kaggle_survey_Company_Features.ipynb

 

jaaaamj0711/kaggle_study

Kaggle data๋ฅผ ๊ณต๋ถ€ํ•˜๋Š” ๊ณต๊ฐ„์ž…๋‹ˆ๋‹ค. Contribute to jaaaamj0711/kaggle_study development by creating an account on GitHub.

github.com