Forecasting Washington State’s Housing Market: A Comparative Analysis of Time Series Models and Economic Indicators
Abstract
This study examines Washington State’s housing market by analyzing the relationship between new private housing units authorized by building permits and various economic indicators. Initially, an Ordinary Least Squares regression model was employed, which indicated significant autocorrelation in the residuals, as identified by the Durbin-Watson statistics. To address the autocorrelation and non-stationarity detected through the Augmented Dickey-Fuller and Ljung-Box tests, we employed differencing followed by ARIMA and Holt-Winters Exponential Smoothing models. The Holt-Winters model proved more effective, showing lower prediction errors and providing a more accurate forecast, thus emerging as the preferred method for forecasting in this market context.
Với 10 năm kinh nghiệm, RAYBET hợp tác với nhiều sự kiện lớn, đảm bảo an toàn, ổn định và rút tiền nhanh chóng, mang đến môi trường cá cược công bằng và tiện lợi cho người chơi.
Ray Esports – Hệ thống cá cược esports chuẩn quốc tế, tích hợp công nghệ mã hóa dữ liệu, bảo vệ thông tin người chơi và cam kết rút tiền nhanh, thanh toán chính xác.
UID_72797786###
test
UID_32854536###
test
UID_12383317###
test
UID_41508152###
test
Rbviet.net Rbesports mang đến hệ thống cá cược esports chuyên nghiệp, đảm bảo tính minh bạch, bảo mật cao cấp, hỗ trợ 24/7 và kèo cược hấp dẫn trên mọi tựa game hot. – 2025 March 28, 15:21
UID_97981865###
test
Rayesports.com Rayesports là nền tảng cá cược thể thao điện tử hàng đầu, mang đến trải nghiệm đặt cược trực tiếp cho hơn 10 tựa game đỉnh cao như LMHT, Dota 2, CS:GO, Valorant, PUBG… – 2025 April 04, 09:48
UID_14864828###
test
UID_80031861###
test
UID_14959255###
test
UID_18656154###
test
UID_87800967###
test
UID_57094612###
test
UID_83016133###
test
UID_95766583###
test
UID_76010280###
test
UID_65636518###
test
UID_39502757###
test
UID_16599856###
test
I’ve started using CBD gummies, and they’ve made a noticeable reformation in my routine. They’re easy to use, relish expert, and state look after a severe way to embody CBD into my day. I’ve found they help me lessen and improve my sleep after a covet period, which has been a gigantic benefit. The consistent CBD dosage in each gummy is a giving increased by for managing intake. If you’re looking at CBD, gummies are an extraordinary choice to start with—fitting make steadfast you on a trustworthy tag for the benefit of the best results!