ImprovingReal Estatedecision-making & outcomes through A.I.

Actively listening, continuously harvesting

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Signals Repository

What data do you use to make this kind of decision?

We see a different world that’s expressed by tens of thousands of Signals

We see a different world that’s expressed by tens of thousands of Signals

Precision comes from being able to under-stand the complex inter-workings of Signals

Precision comes from being able to under-stand the complex inter-workings of Signals

Retail-oriented Real Estate is valued in part based on the revenues it will drive for the merchant

The enabler for AI in Real Estate decision-making is a Big Data fabric woven from open source data

Real-Estate / HousingIndicators and signals around home ownership, rental prices, and more

Government / RegulatoryLaws, regulations, political views and any government activities / trends.

Human BehaviorHow people Act and behave in an area

DemographicsCharacteristics of people that make up local communities

Points of Interest / MapsGeospatial points that influence the surrounding area

InfrastructurePhysical structures and facilities needed for operation of society or enterprises

Local Events/ ActivityCalendars of events and activities in an area that may influence local dynamics

Business / CommerceLocal commercial vibrancy such as tax receipts, business openings, etc.

Social Development / Quality of LifeFactors affecting well-being and growth of local communities.

IOTSignals from the rapidly expanding Internet of Things

Weather / ClimateNatural events such as daily climate actuals, natural disasters, forecasts, etc.

Social MediaIndications of local buzz, public sentiment, and activity from social media sources

Economic IndicatorsMacro/Micro Trends, Indicators of economic Activity, Financial Vibrancy

KPMG’s Signals Repository

… an “Always on” machine learning accelerator

Thousands of causal factors interact

To drive outcomes.

Previously unmined insights and

undetected market dynamics are

revealed, all done faster and with

more precision.

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© 2019 KPMG LLP, a Delaware limited liability partnership and the U.S. member firm of the KPMG network of independent

member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved.

The KPMG name and logo are registered trademarks or trademarks of KPMG International.

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individual or entity. Although we endeavor to provide accurate and timely information, there can be no guarantee that such

information is accurate as of the date it is received or that it will continue to be accurate in the future. No one should act on

such information without appropriate professional advice after a thorough examination of the particular situation.

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