Forecasting of service time demand on register lines of retail stores

Labour costs are often a big portion of retail businesses operating costs. Being able to forecast the amount of required labour hours to meet customer demand on register lines, on an hourly basis, would present retail businesses with a real opportunity to minimize the risk of either over- or underst...

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Bibliographic Details
Main Author: Ármann Árnason 1982-
Other Authors: Háskólinn í Reykjavík
Format: Thesis
Language:English
Published: 2013
Subjects:
Online Access:http://hdl.handle.net/1946/13998
id ftskemman:oai:skemman.is:1946/13998
record_format openpolar
spelling ftskemman:oai:skemman.is:1946/13998 2023-05-15T16:52:49+02:00 Forecasting of service time demand on register lines of retail stores Spáhugbúnaður sem spáir fyrir afgreiðslutíma á kassalínum verslana smásöluaðila Ármann Árnason 1982- Háskólinn í Reykjavík 2013-01 application/pdf http://hdl.handle.net/1946/13998 en eng http://hdl.handle.net/1946/13998 Rekstrarverkfræði Smásala Rekstrarhagræðing Starfsfólk Líkön Tækni- og verkfræðideild Meistaraprófsritgerðir Engineering management Retail trade Models School of Science and Engineering Thesis Master's 2013 ftskemman 2022-12-11T06:52:30Z Labour costs are often a big portion of retail businesses operating costs. Being able to forecast the amount of required labour hours to meet customer demand on register lines, on an hourly basis, would present retail businesses with a real opportunity to minimize the risk of either over- or understaffing register lines. The model proposed in this paper is intended to give retail businesses this capability in an automated forecasting model that is relatively easy to implement and does not require that administrators have an expertise in the field of forecasting. A requirement for successful forecasting of this type is being able to anticipate events and their expected effect on actual service time. For this reason a method of automatically handling events is introduced to the proposed forecasting model. An event calendar is used to anticipate when events will be active and factors for the expected effects of events stored. A method of automatically updating the factors of events is also introduced to make sure that factors of events always represent the latest pattern of effect. The proposed model requires an administrator to update the event calendar and define new events but otherwise the model is intended to be fully automated, running once a day and updating a twelve month forecast. The proposed model was tested using actual data from a large retail business in Iceland which yielded promising results. Starfsmannakostnaður er oft stór hluti rekstrarkostnaðar smásöluaðila. Að geta spáð fyrir hversu margar starfsmannatíma þarf til að afgreiða alla viðskiptavini á kassalínum, niður á klukkutíma, myndi gera smásöluaðilum kleift að lágmarka líkur á að kassalínur séu yfir- eða undirmannaðar. Módelið sem lagt er fram í þessari ritgerð er ætlað til að gefa smásöluaðilum þennan hæfileika með sjálfvirku spámódeli sem er nokkuð auðvelt í innleiðingu og þarfnast ekki sértækrar þekkingar á sviði spálíkanagerðar. Skilyrði fyrir því að slík spágerð sé raunhæf er að módelið sé fært um að sjá fyrir sérstaka viðburði og ... Thesis Iceland Skemman (Iceland)
institution Open Polar
collection Skemman (Iceland)
op_collection_id ftskemman
language English
topic Rekstrarverkfræði
Smásala
Rekstrarhagræðing
Starfsfólk
Líkön
Tækni- og verkfræðideild
Meistaraprófsritgerðir
Engineering management
Retail trade
Models
School of Science and Engineering
spellingShingle Rekstrarverkfræði
Smásala
Rekstrarhagræðing
Starfsfólk
Líkön
Tækni- og verkfræðideild
Meistaraprófsritgerðir
Engineering management
Retail trade
Models
School of Science and Engineering
Ármann Árnason 1982-
Forecasting of service time demand on register lines of retail stores
topic_facet Rekstrarverkfræði
Smásala
Rekstrarhagræðing
Starfsfólk
Líkön
Tækni- og verkfræðideild
Meistaraprófsritgerðir
Engineering management
Retail trade
Models
School of Science and Engineering
description Labour costs are often a big portion of retail businesses operating costs. Being able to forecast the amount of required labour hours to meet customer demand on register lines, on an hourly basis, would present retail businesses with a real opportunity to minimize the risk of either over- or understaffing register lines. The model proposed in this paper is intended to give retail businesses this capability in an automated forecasting model that is relatively easy to implement and does not require that administrators have an expertise in the field of forecasting. A requirement for successful forecasting of this type is being able to anticipate events and their expected effect on actual service time. For this reason a method of automatically handling events is introduced to the proposed forecasting model. An event calendar is used to anticipate when events will be active and factors for the expected effects of events stored. A method of automatically updating the factors of events is also introduced to make sure that factors of events always represent the latest pattern of effect. The proposed model requires an administrator to update the event calendar and define new events but otherwise the model is intended to be fully automated, running once a day and updating a twelve month forecast. The proposed model was tested using actual data from a large retail business in Iceland which yielded promising results. Starfsmannakostnaður er oft stór hluti rekstrarkostnaðar smásöluaðila. Að geta spáð fyrir hversu margar starfsmannatíma þarf til að afgreiða alla viðskiptavini á kassalínum, niður á klukkutíma, myndi gera smásöluaðilum kleift að lágmarka líkur á að kassalínur séu yfir- eða undirmannaðar. Módelið sem lagt er fram í þessari ritgerð er ætlað til að gefa smásöluaðilum þennan hæfileika með sjálfvirku spámódeli sem er nokkuð auðvelt í innleiðingu og þarfnast ekki sértækrar þekkingar á sviði spálíkanagerðar. Skilyrði fyrir því að slík spágerð sé raunhæf er að módelið sé fært um að sjá fyrir sérstaka viðburði og ...
author2 Háskólinn í Reykjavík
format Thesis
author Ármann Árnason 1982-
author_facet Ármann Árnason 1982-
author_sort Ármann Árnason 1982-
title Forecasting of service time demand on register lines of retail stores
title_short Forecasting of service time demand on register lines of retail stores
title_full Forecasting of service time demand on register lines of retail stores
title_fullStr Forecasting of service time demand on register lines of retail stores
title_full_unstemmed Forecasting of service time demand on register lines of retail stores
title_sort forecasting of service time demand on register lines of retail stores
publishDate 2013
url http://hdl.handle.net/1946/13998
genre Iceland
genre_facet Iceland
op_relation http://hdl.handle.net/1946/13998
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