In this episode, we welcome House Canary’s Director of Research, Brandon Lwowski to look at what has been happening in the real estate market over the last years and where we are headed as an industry. We discuss the health of the real estate market, the residual effects of the response to COVID-19, and the main challenges facing investors today. Brandon Lwowski built his career after studying Computer Science Mathematics at The University of Texas at San Antonio. In his role at HouseCanary as Director of Research, Brandon distills what is happening in the real estate market through data analytics and machine learning to help investors make more informed decisions about their portfolios. Links: https://www.housecanary.com/ https://www.linkedin.com/in/brandon-lwowski/ --- Transcript Before we get into the episode, here's a quick disclaimer about our content. The SFR show is for informational purposes only, and is not intended as investment advice. The views, opinions, and strategies of the hosts and the guests are their own and should not be considered as guidance, from Roofstock. Make sure to run your own numbers, make your own independent decisions and seek investment advice from licensed professionals.   Michael: Hey, everyone, welcome to an episode of the SFR show, the place where you get all of your up to date SFR investing information. I'm Michael Albaum, and today my guest is Brandon Lwowski, the director of Research over HouseCanary and he's gonna be talking to us about all of the things that have been going on in the market over the last several years and months, and how we can use that information going forward. So let's get into it.   Hey, Brandon, what's going on? Thanks so much for taking the time to come jump in chat with me today. Appreciate it, man.   Brandon: No, of course, it's good to be here to get an opportunity to discuss the real estate market for sure.   Michael: Yeah, I'm super excited. So you're the director of Research at HouseCanary. Give us all just a quick little bit of insight background on who you are and what house canary is and what they do as a company.   Brandon: Yeah, definitely. So HouseCanary, you know, it's basically a national brokerage and so it's really known for its real estate valuation, technology and accuracy. This company has been around since 2013. It was founded by Jeremy Sicklick, our CEO and our Chief of Research, Chris Stroud, kind of off of the 2008 housing crisis, they did decide to form this company to kind of help speed up the transactions and speed up and really gain knowledge and just competence in the real estate market through using analytics machine learning to provide 100 and 14 million valuations on properties as well as 91 million rental valuations. So if you think of how scary it's built around the analytics and valuations of the United States real estate market.   Michael: It was at $114 million valuations that you said since it since inception.   Brandon: No, that's monthly, we produce 114 million property valuations. Of course, the 114 million is a subset of you know, every property in the United States and that repeated monthly, but we train this very complex machine learning model AI model to produce 114 million property valuations.   Michael: That's incredible. Well, I want to come back to HouseCanary as a company here in a minute. But I want to first start by asking you, Brandon, because it is so analytics and data driven, what is it that HouseCanary as a company and you as an as the director of research are seeing in the numbers in the data with regard to just where we are in the market, there's so much chatter about market cycles and ups and downs and bubbles, give us a little bit of insight to what are the numbers and facts supporting where we are right now, as we're recording this brand new into the new year 2023.   Brandon: I think kind of the one of the biggest headlines to kind of drive home right now, especially in the market, we hav