<?xml version="1.0" encoding="utf-8" ?><rss version="2.0" xml:base="http://scrmblog.dumke.me/taxonomy/term/356/all" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:og="http://ogp.me/ns#" xmlns:article="http://ogp.me/ns/article#" xmlns:book="http://ogp.me/ns/book#" xmlns:profile="http://ogp.me/ns/profile#" xmlns:video="http://ogp.me/ns/video#" xmlns:product="http://ogp.me/ns/product#" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:sioc="http://rdfs.org/sioc/ns#" xmlns:sioct="http://rdfs.org/sioc/types#" xmlns:skos="http://www.w3.org/2004/02/skos/core#" xmlns:xsd="http://www.w3.org/2001/XMLSchema#">
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    <title>P. van Beek</title>
    <link>http://scrmblog.dumke.me/taxonomy/term/356/all</link>
    <description></description>
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    <title>Improving Performance in Food Supply Chains by Reducing Uncertainty</title>
    <link>http://scrmblog.dumke.me/review/improving-performance-in-food-supply-chains-by-reducing-uncertainty</link>
    <description>&lt;div class=&quot;field field-name-body field-type-text-with-summary field-label-hidden&quot;&gt;&lt;div class=&quot;field-items&quot;&gt;&lt;div class=&quot;field-item even&quot; property=&quot;content:encoded&quot;&gt;	&lt;p&gt;Today&amp;#8217;s article is from the late 90s, but sets a great example for research methodology in supply chain risk management. But don&amp;#8217;t worry, I will focus on the results, since they&amp;#8217;re very interesting as well. The objective of today&amp;#8217;s article (Supply Chain Management in Food Chains: Improving Performance by Reducing Uncertainty) is to show strategies (here called principles) to reduce uncertainty, and at the same time show the beneficial effects of reduced uncertainty.&lt;/p&gt;

	&lt;h5&gt;Methods&lt;/h5&gt;

	&lt;p&gt;Three methods were deployed to ensure the validity of the results. Based on a case study (1) of a chilled salads supply chain sources of uncertainty were generated and improvement principles designed. The analysis of the case study&amp;#8217;s processes was also used to feed into a simulation model (2) of the supply chain, which was validated using (another) pilot study (3).&lt;br /&gt;
The approach is shown in figure 1 and is meant to ensure that the results presented below are worth reading.&lt;/p&gt;

&lt;div class=&quot;scrm_image_center&quot; style=&quot;width: 500px&quot;&gt;&lt;div class=&quot;scrm_imageComment_img&quot;&gt;&lt;img class=&quot;scrm_image_center&quot; width=&quot;500&quot; height=&quot;460&quot; src=&quot;http://scrmblog.dumke.me/sites/default/files/images/vorstresearchapproach.png&quot; title=&quot;Research Approach&quot; alt=&quot;Research model&quot; /&gt;&lt;/div&gt;&lt;div class=&quot;scrm_imageComment_txt&quot;&gt;Figure 1: Research Approach (van der Vorst et al., 1998)&lt;/div&gt;&lt;/div&gt;

	&lt;h5&gt;Results case studies&lt;/h5&gt;

	&lt;p&gt;The sources of uncertainty, which were uncovered during the process analysis in the first case study, can be found in figure 2.&lt;/p&gt;

&lt;div class=&quot;scrm_image_center&quot; style=&quot;width: 500px&quot;&gt;&lt;div class=&quot;scrm_imageComment_img&quot;&gt;&lt;a class=&quot;scrm_image_link&quot; title=&quot;Sources of Uncertainty and Improvement Strategies&quot; href=&quot;http://scrmblog.dumke.me/sites/default/files/images/vorstsourcesofuncertainties.png&quot; onclick=&quot;F1 = window.open(&#039;http://scrmblog.dumke.me/sites/default/files/images/vorstsourcesofuncertainties.png&#039;,&#039;Zoom&#039;,&#039;height=483,width=885,top=166,left=205,toolbar=no,menubar=no,location=no,resize=1,resizable=1,scrollbars=yes&#039;); return false;&quot;&gt;&lt;img class=&quot;scrm_image_center&quot; width=&quot;500&quot; height=&quot;269&quot; src=&quot;http://scrmblog.dumke.me/sites/default/files/resize/images/vorstsourcesofuncertainties-500x269.png&quot; title=&quot;Sources of Uncertainty and Improvement Strategies&quot; alt=&quot;Sources of uncertainty and some corresponding improvement principles&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class=&quot;scrm_imageComment_txt&quot;&gt;Figure 2: Sources of Uncertainty and Improvement Strategies (click to enlarge; van der Vorst et al., 1998)&lt;/div&gt;&lt;/div&gt;

	&lt;p&gt;For the pilot study not all of the above mentioned improvement principles have been employed. The authors evaluated the following strategies (figure 3).&lt;/p&gt;

&lt;div class=&quot;scrm_image_center&quot; style=&quot;width: 500px&quot;&gt;&lt;div class=&quot;scrm_imageComment_img&quot;&gt;&lt;a class=&quot;scrm_image_link&quot; title=&quot;Improvement Strategies used at the Pilot Case Study&quot; href=&quot;http://scrmblog.dumke.me/sites/default/files/images/vorstpilottestedprinciples.png&quot; onclick=&quot;F1 = window.open(&#039;http://scrmblog.dumke.me/sites/default/files/images/vorstpilottestedprinciples.png&#039;,&#039;Zoom&#039;,&#039;height=391,width=882,top=212,left=206.5,toolbar=no,menubar=no,location=no,resize=1,resizable=1,scrollbars=yes&#039;); return false;&quot;&gt;&lt;img class=&quot;scrm_image_center&quot; width=&quot;500&quot; height=&quot;217&quot; src=&quot;http://scrmblog.dumke.me/sites/default/files/resize/images/vorstpilottestedprinciples-500x217.png&quot; title=&quot;Improvement Strategies used at the Pilot Case Study&quot; alt=&quot;Investigated improvement principles in the supply chain for chilled salads&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class=&quot;scrm_imageComment_txt&quot;&gt;Figure 3: Improvement Strategies used at the Pilot Case Study (click to enlarge; van der Vorst et al., 1998)&lt;/div&gt;&lt;/div&gt;

	&lt;p&gt;By implementing them a very drastic decrease in inventory levels could be achieved (examples see figure 4). Overall results can be found in figure 5.&lt;/p&gt;

&lt;div class=&quot;scrm_image_center&quot; style=&quot;width: 500px&quot;&gt;&lt;div class=&quot;scrm_imageComment_img&quot;&gt;&lt;img class=&quot;scrm_image_center&quot; width=&quot;500&quot; height=&quot;309&quot; src=&quot;http://scrmblog.dumke.me/sites/default/files/images/vorstpilotresultsgraphic.png&quot; title=&quot;Inventory Level at the Distribution Center before and after implementing the Improvement Strategies&quot; alt=&quot;Inventory levels in the distribution centre during the pilot study&quot; /&gt;&lt;/div&gt;&lt;div class=&quot;scrm_imageComment_txt&quot;&gt;Figure 4: Inventory Level at the Distribution Center before and after implementing the Improvement Strategies (van der Vorst et al., 1998)&lt;/div&gt;&lt;/div&gt;

&lt;div class=&quot;scrm_image_center&quot; style=&quot;width: 500px&quot;&gt;&lt;div class=&quot;scrm_imageComment_img&quot;&gt;&lt;a class=&quot;scrm_image_link&quot; title=&quot;Results of the Pilot Study&quot; href=&quot;http://scrmblog.dumke.me/sites/default/files/images/vorstpilotresults.png&quot; onclick=&quot;F1 = window.open(&#039;http://scrmblog.dumke.me/sites/default/files/images/vorstpilotresults.png&#039;,&#039;Zoom&#039;,&#039;height=110,width=889,top=352.5,left=203,toolbar=no,menubar=no,location=no,resize=1,resizable=1,scrollbars=yes&#039;); return false;&quot;&gt;&lt;img class=&quot;scrm_image_center&quot; width=&quot;500&quot; height=&quot;54&quot; src=&quot;http://scrmblog.dumke.me/sites/default/files/resize/images/vorstpilotresults-500x54.png&quot; title=&quot;Results of the Pilot Study&quot; alt=&quot;Main results of the pilot study&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class=&quot;scrm_imageComment_txt&quot;&gt;Figure 5: Results of the Pilot Study (click to enlarge; van der Vorst et al., 1998)&lt;/div&gt;&lt;/div&gt;

	&lt;h5&gt;Results simulation&lt;/h5&gt;

	&lt;p&gt;The results of the pilot study were then compared to the simulation model. Overall there seems to be a good fit between the model and the real data (figure 6).&lt;/p&gt;

&lt;div class=&quot;scrm_image_center&quot; style=&quot;width: 500px&quot;&gt;&lt;div class=&quot;scrm_imageComment_img&quot;&gt;&lt;a class=&quot;scrm_image_link&quot; title=&quot;Validation of the Simulation Model by comparing with Real World Data&quot; href=&quot;http://scrmblog.dumke.me/sites/default/files/images/vorstvalidatesimulation.png&quot; onclick=&quot;F1 = window.open(&#039;http://scrmblog.dumke.me/sites/default/files/images/vorstvalidatesimulation.png&#039;,&#039;Zoom&#039;,&#039;height=116,width=889,top=349.5,left=203,toolbar=no,menubar=no,location=no,resize=1,resizable=1,scrollbars=yes&#039;); return false;&quot;&gt;&lt;img class=&quot;scrm_image_center&quot; width=&quot;500&quot; height=&quot;58&quot; src=&quot;http://scrmblog.dumke.me/sites/default/files/resize/images/vorstvalidatesimulation-500x58.png&quot; title=&quot;Validation of the Simulation Model by comparing with Real World Data&quot; alt=&quot;Comparison of the results of the pilot study with the simulation study&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class=&quot;scrm_imageComment_txt&quot;&gt;Figure 6: Validation of the Simulation Model by comparing with Real World Data (click to enlarge; van der Vorst et al., 1998)&lt;/div&gt;&lt;/div&gt;

	&lt;p&gt;Further results were generated using the simulation model:
	&lt;ul&gt;
		&lt;li&gt;For fast moving goods optimization could be achieved by increasing the delivery frequency both to the retailer and to the DC by a certain amount. Even though the picking cost rose, inventory levels could be decreased significantly.&lt;/li&gt;
		&lt;li&gt;Implementation of a computer aided ordering system lead to an improvement of supply chain performance between 10 and 20%.&lt;/li&gt;
	&lt;/ul&gt;&lt;/p&gt;

	&lt;h5&gt;Conclusion&lt;/h5&gt;

	&lt;p&gt;For the authors the simulation model is a logical extension of the prior case studies. Using it makes it possible also to test alternatives which in reality might be too expensive or even impossible to test.&lt;br /&gt;
Another key lesson: Reduction of uncertainties &lt;a href=&quot;http://scrmblog.dumke.me/archives/268-Simplified-Supply-Chain-Flows.html&quot; title=&quot;SCRM Blog: Simplified Supply Chain Flows&quot;&gt;again&lt;/a&gt; is a major driver of supply chain performance and therefore should not be neglected.&lt;/p&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;field field-name-field-thumbnail field-type-image field-label-hidden&quot;&gt;&lt;div class=&quot;field-items&quot;&gt;&lt;div class=&quot;field-item even&quot;&gt;&lt;img typeof=&quot;foaf:Image&quot; src=&quot;http://scrmblog.dumke.me/sites/default/files/styles/thumbnail/public/pubthumb/InternationalTransactionsInOperationalResearch1998VorstSupplyChainManagementInFoodChainsImprovingPerformanceByReducingUncertainty.png?itok=1gWlT4NR&quot; width=&quot;80&quot; height=&quot;80&quot; alt=&quot;&quot; /&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;field field-name-field-user-rating field-type-fivestar field-label-above&quot;&gt;&lt;div class=&quot;field-label&quot;&gt;Rate This:&amp;nbsp;&lt;/div&gt;&lt;div class=&quot;field-items&quot;&gt;&lt;div class=&quot;field-item even&quot;&gt;&lt;form class=&quot;fivestar-widget&quot; action=&quot;/taxonomy/term/356/all/feed&quot; method=&quot;post&quot; id=&quot;fivestar-custom-widget&quot; accept-charset=&quot;UTF-8&quot;&gt;&lt;div&gt;&lt;div  class=&quot;clearfix fivestar-average-stars fivestar-form-item fivestar-outline&quot;&gt;&lt;div class=&quot;form-item form-type-fivestar form-item-vote&quot;&gt;
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     <pubDate>Mon, 12 Sep 2011 15:51:00 +0000</pubDate>
 <dc:creator>Daniel Dumke</dc:creator>
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