PERANCANGAN METODE PERAMALAN PERMINTAAN PASAR UNTUK PERBAIKAN FORECAST ACCURACY DAN KEBIJAKAN INVENTORI DI PT MEPROFARM PHARMACEUTICAL INDUSTRIES

The Indonesian government law about National Healthcare Insurance (Jaminan Kesehatan Nasional or JKN) causes a surge of demand for generic medicine, which in turn causes pharmaceutical companies to do business in such a way in order to obtain maximum income and ensure customer satisfaction. PT Mepro...

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Main Author: FAUSTANTA NIM 13414072, VANIA
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/31441
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:31441
spelling id-itb.:314412018-09-20T13:15:34ZPERANCANGAN METODE PERAMALAN PERMINTAAN PASAR UNTUK PERBAIKAN FORECAST ACCURACY DAN KEBIJAKAN INVENTORI DI PT MEPROFARM PHARMACEUTICAL INDUSTRIES FAUSTANTA NIM 13414072, VANIA Indonesia Final Project INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/31441 The Indonesian government law about National Healthcare Insurance (Jaminan Kesehatan Nasional or JKN) causes a surge of demand for generic medicine, which in turn causes pharmaceutical companies to do business in such a way in order to obtain maximum income and ensure customer satisfaction. PT Meprofarm Pharmaceutical Industries is one of those Indonesian pharmaceutical companies that produce various kinds of generic and patented medicine. <br /> <br /> Recently, PT Meprofarm has been experiencing stockouts or back order events that cause inventory to be exhausted which makes the company unable to fulfill customers’ demand on the due date and causes late delivery. PT Meprofarm currently does not have a theoretical system of demand forecasting and inventory management in place that can make predictions of future demand based on historical sales data. The current forecast accuracy in PT Meprofarm is 61,77% (with the error level in the amount of 38.23%, which is calculated using the Mean Absolute Percentage Error or MAPE method), which is considered high, especially when compared to the company’s Key Performance Indicator (KPI), which is 25%. Therefore, this study is conducted to increase the company’s forecast accuracy and use the results to estimate the right inventory policy. <br /> <br /> The improvement in forecasting methods is done by testing three different time-series methods to determine which method generates the smallest value of MAPE after having classified the studied products or items into clusters based on data similarity first using hClust method. The Q Model of inventory is used to estimate the best inventory policy for each item using Microsoft Excel VBA Macro as a counting tool. The improvement results in 1.73% increase in forecast accuracy which is then used to estimate economic manufacturing quantity, reorder point, safety stock, service level, and expected total annual inventory cost that vary based on items considered. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description The Indonesian government law about National Healthcare Insurance (Jaminan Kesehatan Nasional or JKN) causes a surge of demand for generic medicine, which in turn causes pharmaceutical companies to do business in such a way in order to obtain maximum income and ensure customer satisfaction. PT Meprofarm Pharmaceutical Industries is one of those Indonesian pharmaceutical companies that produce various kinds of generic and patented medicine. <br /> <br /> Recently, PT Meprofarm has been experiencing stockouts or back order events that cause inventory to be exhausted which makes the company unable to fulfill customers’ demand on the due date and causes late delivery. PT Meprofarm currently does not have a theoretical system of demand forecasting and inventory management in place that can make predictions of future demand based on historical sales data. The current forecast accuracy in PT Meprofarm is 61,77% (with the error level in the amount of 38.23%, which is calculated using the Mean Absolute Percentage Error or MAPE method), which is considered high, especially when compared to the company’s Key Performance Indicator (KPI), which is 25%. Therefore, this study is conducted to increase the company’s forecast accuracy and use the results to estimate the right inventory policy. <br /> <br /> The improvement in forecasting methods is done by testing three different time-series methods to determine which method generates the smallest value of MAPE after having classified the studied products or items into clusters based on data similarity first using hClust method. The Q Model of inventory is used to estimate the best inventory policy for each item using Microsoft Excel VBA Macro as a counting tool. The improvement results in 1.73% increase in forecast accuracy which is then used to estimate economic manufacturing quantity, reorder point, safety stock, service level, and expected total annual inventory cost that vary based on items considered.
format Final Project
author FAUSTANTA NIM 13414072, VANIA
spellingShingle FAUSTANTA NIM 13414072, VANIA
PERANCANGAN METODE PERAMALAN PERMINTAAN PASAR UNTUK PERBAIKAN FORECAST ACCURACY DAN KEBIJAKAN INVENTORI DI PT MEPROFARM PHARMACEUTICAL INDUSTRIES
author_facet FAUSTANTA NIM 13414072, VANIA
author_sort FAUSTANTA NIM 13414072, VANIA
title PERANCANGAN METODE PERAMALAN PERMINTAAN PASAR UNTUK PERBAIKAN FORECAST ACCURACY DAN KEBIJAKAN INVENTORI DI PT MEPROFARM PHARMACEUTICAL INDUSTRIES
title_short PERANCANGAN METODE PERAMALAN PERMINTAAN PASAR UNTUK PERBAIKAN FORECAST ACCURACY DAN KEBIJAKAN INVENTORI DI PT MEPROFARM PHARMACEUTICAL INDUSTRIES
title_full PERANCANGAN METODE PERAMALAN PERMINTAAN PASAR UNTUK PERBAIKAN FORECAST ACCURACY DAN KEBIJAKAN INVENTORI DI PT MEPROFARM PHARMACEUTICAL INDUSTRIES
title_fullStr PERANCANGAN METODE PERAMALAN PERMINTAAN PASAR UNTUK PERBAIKAN FORECAST ACCURACY DAN KEBIJAKAN INVENTORI DI PT MEPROFARM PHARMACEUTICAL INDUSTRIES
title_full_unstemmed PERANCANGAN METODE PERAMALAN PERMINTAAN PASAR UNTUK PERBAIKAN FORECAST ACCURACY DAN KEBIJAKAN INVENTORI DI PT MEPROFARM PHARMACEUTICAL INDUSTRIES
title_sort perancangan metode peramalan permintaan pasar untuk perbaikan forecast accuracy dan kebijakan inventori di pt meprofarm pharmaceutical industries
url https://digilib.itb.ac.id/gdl/view/31441
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