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Company Analysis of Housing.com
▪ Ayan Sengupta (09)
▪ Dundi Hitesh (15)
▪ Loveleen Kaur (21)
▪ Sanjeev Kumar (41)
▪ Sujan...
Challenges in Real Estate Rent/Buy/Resale Business
?
1.Authentic and
verified property
information from
Landlord/Brokers.
...
Technological Differentiator
Key Differentiator at Housing.com is Data Science Lab.
Housing is the first online real estat...
Data Route Collection Optimisation
Optimizing ever-expanding operations to convert scheduling and routing Data Collectors ...
Concept of Tiles for visualising Data to End Customers
The entire planet is mapped to a 2D piece of paper using map projec...
How Housing.com Enabling the Business?
Fig. Child Friendly Index and Price Heat
Map for Delhi
Fig. Inventory Demand Supply...
Contd...
Fig: Listing Decay and
Visibility Index.
Fig: Housing Lifestyle
Rating and Housing
Estate.
Online Rental Agreement Facility
Contd...
Create and customise your Own Agreement
Housing DC capture photo and fingerprint.
Does the registration process.
...
THANK YOU
Questions?
Case Study on Housing.com
Case Study on Housing.com
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Case Study on Housing.com

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Case study of Housing.com

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Case Study on Housing.com

  1. 1. Company Analysis of Housing.com ▪ Ayan Sengupta (09) ▪ Dundi Hitesh (15) ▪ Loveleen Kaur (21) ▪ Sanjeev Kumar (41) ▪ Sujan Kumar Biswas (49)
  2. 2. Challenges in Real Estate Rent/Buy/Resale Business ? 1.Authentic and verified property information from Landlord/Brokers. 3.Accurate price predictor platform for landlord/broker. 4.Property I am looking for already Bought/Sold. 2 Platform to analyse different aspects of property like locality, commuting options, children friendly etc.
  3. 3. Technological Differentiator Key Differentiator at Housing.com is Data Science Lab. Housing is the first online real estate platform that actually has in house data collection team for collecting data of every listing. Using active learning and deep learning, to turn the massive data-stores of images into structured data as input for various predictive models. Amazon’s Mechanical Turk as the tool in order to generate data for variety of the products. Overpriced Property by Broker. Underestimated value of property by Reseller. Information hiding by brokers/resellers Clueless Customer
  4. 4. Data Route Collection Optimisation Optimizing ever-expanding operations to convert scheduling and routing Data Collectors from an ad hoc system to a structured one. Devised a mathematical solution based on the Hungarian Algorithm allows to find the minimum cost maximum matching on the graph and attain an optimal solution to DC collection routing.
  5. 5. Concept of Tiles for visualising Data to End Customers The entire planet is mapped to a 2D piece of paper using map projections. One such method is Mercator Projection method for mapping. Once entire globe is mapped to 2D it can be rendered digitally. The real challenge occurred when user wants to view all listing(density of listing are very high and in real-time) depending on the focus area and zoom. Housing tiling service renders inventory of properties on transparent images based on map coordinates and can be Overlaid over google maps in real-time. The tiling service helped in scaling maps efficiently. Fig: Digital Maps with different number of tiles at different zoom levels. Fig: Housing Tiles.
  6. 6. How Housing.com Enabling the Business? Fig. Child Friendly Index and Price Heat Map for Delhi Fig. Inventory Demand Supply Graph for Kolkata
  7. 7. Contd... Fig: Listing Decay and Visibility Index. Fig: Housing Lifestyle Rating and Housing Estate.
  8. 8. Online Rental Agreement Facility
  9. 9. Contd... Create and customise your Own Agreement Housing DC capture photo and fingerprint. Does the registration process. Deliver the agreement at your doorsteps and have to pay only applicable stamp duty and Registration fee.
  10. 10. THANK YOU Questions?

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