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jyl jyl is online now
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What Variables Predict The Value Of A House?

Just because I am a geek, I collected data for 66 possible comparable houses. These were all arguably legitimate comps: same desirable residential neighborhood (all w/in 10 block radius), similar age of house (1910 to 1920s), similar sq ft (avg 3300 sq ft) and #bedrooms (avg 4), similar views (none), all sold w/in past 12 months (4/05 to present).

The data I collected was: date of sale, total listed sq ft, #bedrooms, #bathrooms, sq ft main floors, sq ft finished attic, sq ft finished basement, sq ft unfinished space, sq ft garage, lot size, sale price. Then I ran some regressions to see if there is a "scientific" way to predict the sale price of a house.

I was a bit surprised at which variables were statistically significant and which were not. Care to guess?

Okay, the ONLY variables which were actually statistically significant (t-stat > 2) were date of sale and #bathrooms.

Any real estate pros have a reaction to this? Is this why we see so many new houses with more bathrooms than bedrooms?

P.S. The R-square of the best regression was only 0.55.

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Last edited by jyl; 04-17-2006 at 07:38 PM..
Old 04-17-2006, 07:33 PM
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Ouija board and offer/demand.

No math can be applied, unless you want to take into consideration imaginay numbers and want to use either Maple or Mathematica to solve some of the equations in a cold Sunday winter afternoon.

After that your guess will be as good as mine...
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Old 04-17-2006, 08:28 PM
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The only techniques that I know of is typical "gitt'n" price for a comparable home - apprx sq ft, #baths, BRs. If the homes of the same go in less than 30 days then expect a rise of 5% to 7% on the axing price.
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Old 04-17-2006, 08:38 PM
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Maybe I misunderstand the question. I was under the distinct impression that the three most important factors was - location, location and location..

Next indoor variables likely to be condition of bathroom and kitchen.
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Old 04-17-2006, 10:51 PM
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Look at the house. Effective age and ammenities are what's missing from the calculations.

recently remodeled homes with the latest upgrades (marble, hardwoods) are gonna be quicker sells.
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Old 04-17-2006, 11:53 PM
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As well proximity to a good school. Not just any school but a descent school will sell a house faster than many other things. Parents want their kids to go to a descent school and if your house is in that district it really helps.
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Old 04-18-2006, 12:21 AM
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Quote:
Originally posted by Joeaksa
descent school"
Definitely a pilot!

rjp
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Old 04-18-2006, 12:30 AM
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The value of a house is entirely determined by what price someone is willing to pay, simple in theory.
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Old 04-18-2006, 07:05 AM
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Location and demand.
Demand is the biggie, and is influenced by desire to own and also by expected appreciation, real or not.
Old 04-18-2006, 07:09 AM
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GM stock, at ~$20, is trading at 0.78 Price/book, or approximately $25 book value per share. Sometimes the metrics don't pencil out.

Demand has great influence, and we will soon see that supply also has a great influence on pricing.
Old 04-18-2006, 07:17 AM
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How did the "date of sales" relate to the prime rate or some other indicator? Higher rates should slow things down a bit.
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Old 04-18-2006, 07:23 AM
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Curb Appeal!

That's one thing that cannot be measured scientifically.

I've bought and sold a few fixer-uppers, and I always look for something that will be "cute" when done. I want somebody to drive up and decide they need to live in my house.

An ugly house will sell, but only when the buyer thinks they're getting a good deal. That keeps the prices down compared to an attractive house next door.

For most people, buying a house is a very emotional decision. If you want top dollar, you must appeal to the emotions.

Last edited by Dantilla; 04-18-2006 at 07:32 AM..
Old 04-18-2006, 07:24 AM
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Varies by individual. What is a "dump" to some (requiring a lot of sweat equity) and therefore not to their liking, may be just the ticket to someone elase. Some people prefer urban living, some require a more bucolic setting. Some are concerned with travel time. THere are so many factors that once an individual chooses a specific location, for example, giving an opportunity for apples vs apples, then other factors such as condition, size, # of rooms, come int oplay.
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Old 04-18-2006, 10:01 AM
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Location in JYLs equation is not a factor as it is all within the same hood...

Square Footage as long as it is within the norm for the hood, Bedrooms, Baths and Lot Size...also age which is reflected as condition...and any intrinsic amenity..like a view or pool adds some value.

U boil all this down into $$$ per sq ft....
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Old 04-18-2006, 10:24 AM
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Even identical houses in the same area can vary significantly. Some factors off the top of my head:

View
Corner lots - negative
Cul-de-sac lots - positive
Usable back yards - more is better
Traffic
Power lines
Neigbors
Proximity to lower valued or commercial properties

All this makes objective valuation just about impossible. I'm working with a buyer who is an engineer and is armed with spreadsheet covering every possible metric. But his wife has final approval and she could care less about his spreadsheets.
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Old 04-18-2006, 12:08 PM
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Quote:
Originally posted by GDSOB
Even identical houses in the same area can vary significantly. Some factors off the top of my head:

View
Corner lots - negative
Cul-de-sac lots - positive
Usable back yards - more is better
Traffic
Power lines
Neigbors
Proximity to lower valued or commercial properties

All this makes objective valuation just about impossible. I'm working with a buyer who is an engineer and is armed with spreadsheet covering every possible metric. But his wife has final approval and she could care less about his spreadsheets.
Yup.

rjp
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Old 04-18-2006, 12:12 PM
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Quote:
Originally posted by GDSOB
But his wife has final approval and she could care less
about his spreadsheets.
Yep, female factor is BIG. That will throw off R^2 big time.
Old 04-18-2006, 01:14 PM
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jyl jyl is online now
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Quote:
Originally posted by VenezianBlau 87
How did the "date of sales" relate to the prime rate or some other indicator? Higher rates should slow things down a bit.
Portland market was rising during the sample period, so date of sale was a predictive variable.

Long-term rates haven't risen much in past year. Here is a neat animation


http://stockcharts.com/charts/YieldCurve.html
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Old 04-18-2006, 01:26 PM
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jyl jyl is online now
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Quote:
Originally posted by GDSOB
Even identical houses in the same area can vary significantly. Some factors off the top of my head:

View
Corner lots - negative
Cul-de-sac lots - positive
Usable back yards - more is better
Traffic
Power lines
Neigbors
Proximity to lower valued or commercial properties

All this makes objective valuation just about impossible. I'm working with a buyer who is an engineer and is armed with spreadsheet covering every possible metric. But his wife has final approval and she could care less about his spreadsheets.
Yes! I've always thought corner lots were less desirable. Damn, I should have included variables for corner/non-corner lot and busy/quiet street in my spreadsheet.

THe house I'm currently looking at is on a corner lot, on a semi-busy street, w/ almost no back yard . . . but in a prime neighborhood and great curb appeal.
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Old 04-18-2006, 01:29 PM
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So if I buy a used outhouse and throw it in the backyard my property value will go up?

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Old 04-18-2006, 01:33 PM
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