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Re: st: Forecasting with montly data


From   Lisa Owen <[email protected]>
To   "[email protected]" <[email protected]>
Subject   Re: st: Forecasting with montly data
Date   Sat, 7 Jan 2012 16:31:40 -0800 (PST)

I dont have individual level data. I cant use ARMA/ARIMA because of the small time periods. How about exponential smoothing?
 
Regards
Lisa Owen


----- Original Message -----
From: Cameron McIntosh <[email protected]>
To: STATA LIST <[email protected]>
Cc: 
Sent: Saturday, January 7, 2012 4:41:14 PM
Subject: RE: st: Forecasting with montly data

Hi Lisa,
Well, as the simplest method, you could just extrapolate from the existing trend, say by regressing visits on time to get average monthly change and then away you go with your six-month prediction of the state of the world. But that's pretty crude. I'm assuming, though, that you also have some (time-stable and time-varying) covariates that you could use to model the trend -- that would help in building a more complex prediction model. Do you also have some other aggregate outcomes that you could model as co-evolving with doctor visits? Too bad you don't have individual-level data, as a microsimulation would be a useful approach (following a statistical model to get parameter estimates). 
Anyway, take a look at:

Yaffee, R.A. (2007). Stata 10 (Time Series and Forecasting). Journal of Statistical Software, 23, Software Review 1.http://www.jstatsoft.org/v23/s01/paper

Yaffee's book on the subject is also soon to be available:

http://www.amazon.ca/Introduction-Forecasting-Time-Using-Stata/dp/1597180157

Cam

> Date: Sat, 7 Jan 2012 06:52:43 -0800
> From: [email protected]
> Subject: st: Forecasting with montly data
> To: [email protected]
> 
> Dear Statalist,
> Happy new year. I have montly aggregate data for total number of doctor visits in a district for 12 months. I want to use this data to forecast what the number of visits will be in the next 6 months, if possibe make a monthly prediction for each month with update.
> Please can somebody suggest what is the appropriate method of doing this in stata.
> Thanks 
> Lisa Owen
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