Sources
Predictive Analytics in Real Estate
-
IBISWorld. “Global Biggest Industries by Revenue in 2021.” IBISWorld, 2021
-
R. Hackett. “How Critical Real Estate Is to the Global Economy — In One Chart.” Fortune, 2016
-
FinancialNewsMedia. “Real Estate Sales Are Booming; Estimated to Exceed $160 Billion in 2021.” PR Newswire, 2021
-
J. Demsas. “Covid-19 caused a recession. So why did the housing market boom?” Vox, 2021
-
S. Silverthorne. “The Entrepreneurs Who Invented Economic Forecasting.” Harvard Business School, 2014
-
R. Hinds. “How Disruptive Technology Is Changing Commercial Real Estate.” Affinity, 2021
-
H. Sherwood. “How Airbnb took over the world.” The Guardian, 2019
-
Pi Labs. “PropTech and the Future of Work.” University of Oxford, 2020
-
B. Dentici. “RETAIL TO REAL ESTATE: Why has the real estate industry been slow to adopt AI-assisted information processing in its organizational decision making?” ResearchGate, 2019
-
T. Dixon et al. “Real Estate and the New Economy: The Impact of Information and Communications Technology.” Wiley-Blackwell, 2005
-
CBInsights. “How Real Estate Tech Investment Is Trending.” CBInsights, 2020
-
Pwc and Urban Land Institute. “Emerging Trends in Real Estate. Climate of change.” Pwc, 2020
-
Imprev. “Real Estate Leaders See Bright Future For Predictive Analytics, Big Data, and Marketing Automation.” GlobeNewswire, 2017
-
R. Dekel. “How AI and Machine Learning is Impacting the Real Estate.” HackerNoon, 2020
-
HouseCanary. “The Essential Guide to Machine Learning.” HouseCanary, 2019
-
C. Said and J. Landry-Simard. “Why ensembling works: The intuition behind Opendoor’s home pricing.” Opendoor, 2018
-
E. Lutins. “Ensemble Methods in Machine Learning: What are They and Why Use Them?” Towards Data Science, 2017
-
D. Andreevska. “The Power of Predictive Analytics in Real Estate Investing.” Mashvisor, 2018
-
K. Devon. “Enodo Score Wants to Quantify Development Investments.” MultiFamilyExecutive, 2016
-
SpaceQuant. “Amid COVID, Lenders Turn to SpaceQuant AI Tech to Get Real-Time Data on Commercial Real Estate Performance.” SpaceQuant, 2020
-
Zillow. “Zillow Provides Near-Real-Time Home-Value Estimates Using Amazon Kinesis.” Amazon Web Services, 2021
-
Guru99. “Supervised vs Unsupervised Learning: Key Differences.” Guru99, 2021
-
S. Chaillou et al. “Urban Tech on the Rise: Big Data Disrupts the Real Estate Industry.” Medium, 2019
-
S. Kejriwal and S. Mahajan. “Infusing data analytics and AI. The future of smart decision-making for real estate institutional investors and managers.” Deloitte, 2019
-
Y. Kim et al. “Applying Comparable Sales Method to the Automated Estimation of Real Estate Prices.” Sustainability, 2020
-
T. Matthews. “This is how COVID-19 has changed the future of our cities.” WBCSD, 2020
-
M. Constantinescu. “Machine-Learning Real Estate Valuation: Not Only a Data Affair.” Towards Data Science, 2019
-
Wharton School of the University of Pennsylvania. “Why Economists Failed to Predict the Financial Crisis.” Wharton School of the University of Pennsylvania, 2009
-
B. Melman. “Difficulties of Valuing Real Estate in Times of Crisis.” Reech Corporations Group, 2021
-
V. Gopinath and R. Radhakrishnan. “Using location analytics for optimal site selection.” LatentView, 2018
-
A. Eira. “Number of Starbucks Worldwide 2021/2022: Facts, Statistics, and Trends.” FinancesOnline, 2021
-
B. Marr. “Starbucks: Using Big Data, Analytics And Artificial Intelligence To Boost Performance.” Forbes, 2018
-
Wall Street Journal. “Why Did Starbucks Cross the Road?” Wall Street Journal, 2007
-
M. De Nadai and B. Lepri. “The economic value of neighborhoods: Predicting real estate prices from the urban environment.” ArXiv, 2018
-
M. De Nadai. “Real Estate Neighborhood Prediction.” GitHub, 2021
-
A. Baldominos et al. “Identifying Real Estate Opportunities Using Machine Learning.” Applied Sciences, 2018