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Edward Cohen, Jeff Berman, and Zach Aarons์—์„œ ์ œ๊ณตํ•˜๋Š” ์ฝ˜ํ…์ธ ์ž…๋‹ˆ๋‹ค. ์—ํ”ผ์†Œ๋“œ, ๊ทธ๋ž˜ํ”ฝ, ํŒŸ์บ์ŠคํŠธ ์„ค๋ช…์„ ํฌํ•จํ•œ ๋ชจ๋“  ํŒŸ์บ์ŠคํŠธ ์ฝ˜ํ…์ธ ๋Š” Edward Cohen, Jeff Berman, and Zach Aarons ๋˜๋Š” ํ•ด๋‹น ํŒŸ์บ์ŠคํŠธ ํ”Œ๋žซํผ ํŒŒํŠธ๋„ˆ๊ฐ€ ์ง์ ‘ ์—…๋กœ๋“œํ•˜๊ณ  ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ˆ„๊ตฐ๊ฐ€๊ฐ€ ๊ท€ํ•˜์˜ ํ—ˆ๋ฝ ์—†์ด ๊ท€ํ•˜์˜ ์ €์ž‘๋ฌผ์„ ์‚ฌ์šฉํ•˜๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐ๋˜๋Š” ๊ฒฝ์šฐ ์—ฌ๊ธฐ์— ์„ค๋ช…๋œ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค https://ko.player.fm/legal.
Player FM -ํŒŸ ์บ์ŠคํŠธ ์•ฑ
Player FM ์•ฑ์œผ๋กœ ์˜คํ”„๋ผ์ธ์œผ๋กœ ์ „ํ™˜ํ•˜์„ธ์š”!

How CRE Investors & Urban Planners Use Data Analytics to Improve Our Buildings & Cities, with CBRE's Real Estate Data Expert Manu Pathak

40:44
 
๊ณต์œ 
 

Manage episode 299913778 series 2822423
Edward Cohen, Jeff Berman, and Zach Aarons์—์„œ ์ œ๊ณตํ•˜๋Š” ์ฝ˜ํ…์ธ ์ž…๋‹ˆ๋‹ค. ์—ํ”ผ์†Œ๋“œ, ๊ทธ๋ž˜ํ”ฝ, ํŒŸ์บ์ŠคํŠธ ์„ค๋ช…์„ ํฌํ•จํ•œ ๋ชจ๋“  ํŒŸ์บ์ŠคํŠธ ์ฝ˜ํ…์ธ ๋Š” Edward Cohen, Jeff Berman, and Zach Aarons ๋˜๋Š” ํ•ด๋‹น ํŒŸ์บ์ŠคํŠธ ํ”Œ๋žซํผ ํŒŒํŠธ๋„ˆ๊ฐ€ ์ง์ ‘ ์—…๋กœ๋“œํ•˜๊ณ  ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ˆ„๊ตฐ๊ฐ€๊ฐ€ ๊ท€ํ•˜์˜ ํ—ˆ๋ฝ ์—†์ด ๊ท€ํ•˜์˜ ์ €์ž‘๋ฌผ์„ ์‚ฌ์šฉํ•˜๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐ๋˜๋Š” ๊ฒฝ์šฐ ์—ฌ๊ธฐ์— ์„ค๋ช…๋œ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค https://ko.player.fm/legal.

Tangent on LinkedIn
Tangent on Twitter

To learn more:
Manu Pathak on LinkedIn

Featured:
Rabbet - Construction finance software for real estate borrowers and lenders
Swapp - Architectural and MEP planning company

Data sources:

NYC Open Source Database
Location Data - iPhone

On today's episode, we explore the intersection of data science and real estate with Manu Pathak, an urban planner and real estate data scientist working at CBRE's Business Development and Solutions Analytics for corporate occupier services. Tune in to learn more about what makes a data set useful, how urban planners and real estate stakeholders can utilize this data for optimal decision making, and where the data is lacking.

  continue reading

60 ์—ํ”ผ์†Œ๋“œ

Artwork
icon๊ณต์œ 
 
Manage episode 299913778 series 2822423
Edward Cohen, Jeff Berman, and Zach Aarons์—์„œ ์ œ๊ณตํ•˜๋Š” ์ฝ˜ํ…์ธ ์ž…๋‹ˆ๋‹ค. ์—ํ”ผ์†Œ๋“œ, ๊ทธ๋ž˜ํ”ฝ, ํŒŸ์บ์ŠคํŠธ ์„ค๋ช…์„ ํฌํ•จํ•œ ๋ชจ๋“  ํŒŸ์บ์ŠคํŠธ ์ฝ˜ํ…์ธ ๋Š” Edward Cohen, Jeff Berman, and Zach Aarons ๋˜๋Š” ํ•ด๋‹น ํŒŸ์บ์ŠคํŠธ ํ”Œ๋žซํผ ํŒŒํŠธ๋„ˆ๊ฐ€ ์ง์ ‘ ์—…๋กœ๋“œํ•˜๊ณ  ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ˆ„๊ตฐ๊ฐ€๊ฐ€ ๊ท€ํ•˜์˜ ํ—ˆ๋ฝ ์—†์ด ๊ท€ํ•˜์˜ ์ €์ž‘๋ฌผ์„ ์‚ฌ์šฉํ•˜๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐ๋˜๋Š” ๊ฒฝ์šฐ ์—ฌ๊ธฐ์— ์„ค๋ช…๋œ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค https://ko.player.fm/legal.

Tangent on LinkedIn
Tangent on Twitter

To learn more:
Manu Pathak on LinkedIn

Featured:
Rabbet - Construction finance software for real estate borrowers and lenders
Swapp - Architectural and MEP planning company

Data sources:

NYC Open Source Database
Location Data - iPhone

On today's episode, we explore the intersection of data science and real estate with Manu Pathak, an urban planner and real estate data scientist working at CBRE's Business Development and Solutions Analytics for corporate occupier services. Tune in to learn more about what makes a data set useful, how urban planners and real estate stakeholders can utilize this data for optimal decision making, and where the data is lacking.

  continue reading

60 ์—ํ”ผ์†Œ๋“œ

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ํ”Œ๋ ˆ์ด์–ด FM์€ ์›น์—์„œ ๊ณ ํ’ˆ์งˆ ํŒŸ์บ์ŠคํŠธ๋ฅผ ๊ฒ€์ƒ‰ํ•˜์—ฌ ์ง€๊ธˆ ๋ฐ”๋กœ ์ฆ๊ธธ ์ˆ˜ ์žˆ๋„๋ก ํ•ฉ๋‹ˆ๋‹ค. ์ตœ๊ณ ์˜ ํŒŸ์บ์ŠคํŠธ ์•ฑ์ด๋ฉฐ Android, iPhone ๋ฐ ์›น์—์„œ๋„ ์ž‘๋™ํ•ฉ๋‹ˆ๋‹ค. ์žฅ์น˜ ๊ฐ„ ๊ตฌ๋… ๋™๊ธฐํ™”๋ฅผ ์œ„ํ•ด ๊ฐ€์ž…ํ•˜์„ธ์š”.

 

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