This studyempiricallyexaminestheimp

This studyempiricallyexaminestheimpactsofthreemajoraspectsofdemandforecastingonthe
magnitude ofthebullwhipeffect.Threeresearchquestionsareaddressedtoinvestigatetheassociation
between (1)forecastaccuracy,(2)aggregateforecasting,and(3)responsiveforecastingandthebullwhip
effect. Usingforecasteddemandgeneratedfrompopulartime-seriesforecastingmodelsandreal-life
demand data,thestudyinvestigatestherelationshipbetweentheforecastedresultsandthecon-
sequentialbullwhipeffect.The findings showthattheforecastingmethodsusedleadtothevariationof
the bullwhipeffect.Moreover,theleadtimereductionandthestabledemandforecastarebeneficial to
reduce thebullwhipeffect.However,ourempiricalresultsdifferfromprevious findings intwoways:
(i) improvingforecastaccuracydoesnotnecessarilyreducethebullwhipeffectand(ii)aggregatefore-
casting doesnotalwaysreducethebullwhipeffect.

ผลลัพธ์ (ไทย) 2:

นี้ studyempiricallyexaminestheimpactsofthreemajoraspectsofdemandforecastingonthe
ofthebullwhipeffect.Threeresearchquestionsareaddressedtoinvestigatetheassociation ขนาด
ระหว่าง (1) forecastaccuracy (2) aggregateforecasting และ (3) responsiveforecastingandthebullwhip
ผล Usingforecasteddemandgeneratedfrompopulartime-seriesforecastingmodelsandreal ชีวิต
ความต้องการ
ผลการวิจัย showthattheforecastingmethodsusedleadtothevariationof
bullwhipeffect.Moreover, theleadtimereductionandthestabledemandforecastarebeneficial เพื่อ
ลด thebullwhipeffect.However ผล ourempiricalresultsdifferfromprevious intwoways:
(i) improvingforecastaccuracydoesnotnecessarilyreducethebullwhipeffectand (ii) aggregatefore-
doesnotalwaysreducethebullwhipeffect หล่อ

ผลลัพธ์ (ไทย) 3:

studyempiricallyexaminestheimpactsofthreemajoraspectsofdemandforecastingonthe นี้ขนาด threeresearchquestionsareaddressedtoinvestigatetheassociation ofthebullwhipeffect .ระหว่าง ( 1 ) forecastaccuracy aggregateforecasting ( 2 ) และ ( 3 ) responsiveforecastingandthebullwhipผล usingforecasteddemandgeneratedfrompopulartime seriesforecastingmodelsandreal ชีวิตความต้องการ thestudyinvestigatestherelationshipbetweentheforecastedresultsandthecon - ข้อมูลsequentialbullwhipeffect ผลการวิจัย showthattheforecastingmethodsusedleadtothevariationofการ bullwhipeffect นอกจากนี้ theleadtimereductionandthestabledemandforecastarebeneficial เพื่อลด thebullwhipeffect อย่างไรก็ตาม ourempiricalresultsdifferfromprevious ค้นพบ intwoways :( ผม ) improvingforecastaccuracydoesnotnecessarilyreducethebullwhipeffectand ( 2 ) aggregatefore -หล่อ doesnotalwaysreducethebullwhipeffect .