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Error rates variance

Human error rates propagating long tail disruptions in the supply chain.

A manufacturer has several domains of change when products are involved. These changes spawn in PLM (Design/Re-Innovation) through to production and onto consumers with defects or warranty.

Mark Swartz, Philip Rosenthal, Lars Wendowski, Nagmeh[/vc_column_text][vc_empty_space height=”2px”][/stack_text_image][/vc_column][/vc_row][/vc_section][vc_row css=”.vc_custom_1583709465471{margin-top: -50px !important;margin-bottom: -100px !important;padding-top: -20px !important;padding-bottom: -20px !important;}”][vc_column][stack_boxed_content background=”bg–secondary”][vc_row_inner][vc_column_inner width=”4/6″][vc_column_text]

Highlights

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Services Info

We had spearheaded the leap into machine intelligence.[/vc_column_text][vc_empty_space][stack_call_to_action layout=”button-label” intro=”Schedule” middle=”Middle Text” button_text=”Consulting Services”][/vc_column_inner][/vc_row_inner][vc_empty_space][/stack_boxed_content][/vc_column][/vc_row][vc_section css=”.vc_custom_1583709492229{margin-top: -100px !important;}”][vc_row][vc_column][vc_row_inner][vc_column_inner][/vc_column_inner][/vc_row_inner][vc_column_text]

Background

During common business activities where human workers are tasked with data entry of any type. Excel, Word, CRM, ERP, MRP there becomes a curve of “acceptable” errors. These errors cannot be that of pure human-error as seen in studies as listed below. However, these are viewed by the participant as acceptable tolerances inside business data.

We tracked these occurrences at onset in several studies and track their effects through the business process until it reaches some point. The points can vary however it seems that the majority of errors reach a causality point where fiscal remediation is required. At this point, the error caused damage to a financial outcome. Social inter-business psychology is to not react but to protect the error thus causing super-oscillation which are then propagated forward and forever. Dissipation occurs at the point in which an entity absorbed the impact (excess stored on balance sheets) .[/vc_column_text][vc_empty_space][vc_column_text]

Business models changing

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Diam sollicitudin tempor id eu nisl. Aliquam faucibus purus in massa. Magna fringilla urna porttitor rhoncus. Massa vitae tortor condimentum lacinia quis vel. Arcu cursus euismod quis viverra nibh cras pulvinar mattis. Arcu cursus euismod quis viverra nibh cras pulvinar. Nisl rhoncus mattis rhoncus urna neque viverra justo nec. Quam id leo in vitae turpis massa. Senectus et netus et malesuada fames ac turpis egestas. Feugiat nisl pretium fusce id. Ut pharetra sit amet aliquam. Tortor condimentum lacinia quis vel. Suspendisse interdum consectetur libero id. Consequat semper viverra nam libero. Morbi tristique senectus et netus et malesuada fames. Et malesuada fames ac turpis egestas. Libero nunc consequat interdum varius sit amet. Neque vitae tempus quam pellentesque nec nam.

Magna etiam tempor orci eu lobortis elementum. Aliquam etiam erat velit scelerisque in dictum non. Quisque non tellus orci ac auctor augue mauris augue neque. Donec ultrices tincidunt arcu non sodales neque sodales. Lectus mauris ultrices eros in. Sed euismod nisi porta lorem. Tristique senectus et netus et malesuada. Tristique sollicitudin nibh sit amet. Vulputate dignissim suspendisse in est ante in nibh. Blandit massa enim nec dui nunc.[/vc_column_text][vc_empty_space height=”50px”][vc_row_inner css=”.vc_custom_1584726882697{padding-bottom: 50px !important;background-color: #ffffff !important;}”][vc_column_inner width=”1/4″][vc_column_text]Baddeley & Longman [1973][/vc_column_text][vc_column_text css=”.vc_custom_1584726338680{padding-bottom: 25px !important;}”]Entering mail codes. Errors after correction. Per mail code[/vc_column_text][/vc_column_inner][vc_column_inner width=”1/4″][vc_column_text]Chedru & Geschwind [1972][/vc_column_text][vc_column_text css=”.vc_custom_1584726397428{padding-bottom: 25px !important;}”]Grammatical errors per word[/vc_column_text][/vc_column_inner][vc_column_inner width=”1/4″][vc_column_text]Dhillon [1986][/vc_column_text][vc_column_text css=”.vc_custom_1584726409285{padding-bottom: 25px !important;}”]Reading a gauge incorrectly. Per read.[/vc_column_text][/vc_column_inner][vc_column_inner width=”1/4″][vc_column_text]Dremen and Berry [1995][/vc_column_text][vc_column_text css=”.vc_custom_1584726415384{padding-bottom: 25px !important;}”]Percentage error in security analysts’ earnings forecasts. size of error[/vc_column_text][/vc_column_inner][/vc_row_inner][vc_row_inner css=”.vc_custom_1584726114772{padding-bottom: 50px !important;}”][vc_column_inner width=”1/4″][stack_call_to_action layout=”button-label” intro=”ORDER” button_text=”Health Care” custom_css_class=”center”][/vc_column_inner][vc_column_inner width=”1/4″][stack_call_to_action layout=”button-label” button_text=”SUPPLY CHAIN” custom_css_class=”center”][/vc_column_inner][vc_column_inner width=”1/4″][stack_call_to_action layout=”button-label” button_text=”Operators” custom_css_class=”center”][/vc_column_inner][vc_column_inner width=”1/4″][stack_call_to_action layout=”button-label” intro=”ORDER” button_text=”Finance, Treasury” custom_css_class=”center”][/vc_column_inner][/vc_row_inner][/vc_column][/vc_row][/vc_section][vc_row][vc_column width=”1/2″][vc_empty_space height=”0px”][vc_column_text]

Change management (Overview)

Within a supply network we present a three entity relationship.  Magna fringilla urna porttitor rhoncus. Massa vitae tortor condimentum lacinia quis vel. Arcu cursus euismod quis viverra nibh cras pulvinar mattis. Arcu cursus euismod quis viverra nibh cras pulvinar. Nisl rhoncus mattis rhoncus urna neque viverra justo nec. Quam id leo in vitae turpis massa. Senectus et netus et malesuada fames ac turpis egestas. Feugiat nisl pretium fusce id. Ut pharetra sit amet aliquam. Tortor condimentum lacinia quis vel. Suspendisse interdum consectetur libero id. Consequat semper viverra nam libero. Morbi tristique senectus et netus et malesuada fames. Et malesuada fames ac turpis egestas. Libero nunc consequat interdum varius sit amet. Neque vitae tempus quam pellentesque nec nam.

Magna etiam tempor orci eu lobortis elementum. Aliquam etiam erat velit scelerisque in dictum non. Quisque non tellus orci ac auctor augue mauris augue neque. Donec ultrices tincidunt arcu non sodales neque sodales. Lectus mauris ultrices eros in. Sed euismod nisi porta lorem. Tristique senectus et netus et malesuada. Tristique sollicitudin nibh sit amet. Vulputate dignissim suspendisse in est ante in nibh. Blandit massa enim nec dui nunc.[/vc_column_text][vc_empty_space][/vc_column][vc_column width=”1/2″][vc_empty_space height=”0px”][vc_column_text]

Adipiscing elit ut aliquam purus sit. Interdum velit laoreet id donec ultrices tincidunt arcu non. Pellentesque eu tincidunt tortor aliquam nulla facilisi cras. Turpis egestas pretium aenean pharetra magna ac placerat vestibulum. Pharetra massa massa ultricies mi quis hendrerit dolor magna. Suspendisse sed nisi lacus sed viverra tellus in hac habitasse. Eu tincidunt tortor aliquam nulla. Nibh tellus molestie nunc non blandit massa enim nec dui. Dolor purus non enim praesent elementum facilisis leo vel. Sit amet justo donec enim. Faucibus a pellentesque sit amet porttitor eget dolor. Quis blandit turpis cursus in hac habitasse platea.

In metus vulputate eu scelerisque. Ultricies leo integer malesuada nunc vel. Bibendum est ultricies integer quis auctor elit. Elit sed vulputate mi sit amet. Dictumst vestibulum rhoncus est pellentesque elit. Integer enim neque volutpat ac tincidunt vitae. Ultricies integer quis auctor elit sed vulputate. Interdum posuere lorem ipsum dolor sit amet consectetur adipiscing. Lobortis elementum nibh tellus molestie nunc non blandit. At lectus urna duis convallis convallis tellus id interdum velit. Phasellus faucibus scelerisque eleifend donec.[/vc_column_text][/vc_column][/vc_row][vc_section css=”.vc_custom_1584728848339{margin-bottom: -1px !important;padding-top: -50px !important;padding-bottom: -50px !important;background-color: #fafafa !important;}”][vc_row][vc_column][vc_row_inner css=”.vc_custom_1584726114772{padding-bottom: 50px !important;}”][vc_column_inner width=”1/4″][vc_column_text]Edmondson [1996][/vc_column_text][vc_column_text css=”.vc_custom_1584726970928{padding-bottom: 25px !important;}”]Errors per medication in hospital, based on data presented in the paper. Per dose.[/vc_column_text][/vc_column_inner][vc_column_inner width=”1/4″][vc_column_text]Grudin [1983][/vc_column_text][vc_column_text css=”.vc_custom_1584726997424{padding-bottom: 25px !important;}”]Error rate per keystroke for six expert typists. Told not to correct errors, although some did. Per keystroke.[/vc_column_text][/vc_column_inner][vc_column_inner width=”1/4″][vc_column_text]Hotopf [1980][/vc_column_text][vc_column_text css=”.vc_custom_1584727025656{padding-bottom: 25px !important;}”]Sample (speech errors). Per word[/vc_column_text][/vc_column_inner][vc_column_inner width=”1/4″][vc_column_text]Hotopf [1980][/vc_column_text][vc_column_text css=”.vc_custom_1584727063084{padding-bottom: 25px !important;}”]10 undergraduates write for 30 minutes, grammatical and spelling errors per word[/vc_column_text][/vc_column_inner][/vc_row_inner][vc_row_inner css=”.vc_custom_1584726114772{padding-bottom: 50px !important;}”][vc_column_inner width=”1/4″][stack_call_to_action layout=”button-label” intro=”New” button_text=”ORDER” custom_css_class=”center”][/vc_column_inner][vc_column_inner width=”1/4″][stack_call_to_action layout=”button-label” button_text=”ORDER” custom_css_class=”center”][/vc_column_inner][vc_column_inner width=”1/4″][stack_call_to_action layout=”button-label” button_text=”ORDER” custom_css_class=”center”][/vc_column_inner][vc_column_inner width=”1/4″][stack_call_to_action layout=”button-label” intro=”New” button_text=”ORDER” custom_css_class=”center”][/vc_column_inner][/vc_row_inner][vc_empty_space height=”50px”][/vc_column][/vc_row][vc_row css=”.vc_custom_1584729025073{margin-top: -50px !important;border-bottom-width: -50px !important;padding-bottom: -50px !important;}”][vc_column width=”1/2″ css=”.vc_custom_1584728968359{padding-bottom: -25px !important;}”][stack_boxed_content shadow=”box-shadow”][vc_column_text]

Product lifecycle (PLM)

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Diam sollicitudin tempor id eu nisl. Aliquam faucibus purus in massa. Magna fringilla urna porttitor rhoncus. Massa vitae tortor condimentum lacinia quis vel. Arcu cursus euismod quis viverra nibh cras pulvinar mattis. Arcu cursus euismod quis viverra nibh cras pulvinar. Nisl rhoncus mattis rhoncus urna neque viverra justo nec. Quam id leo in vitae turpis massa. Senectus et netus et malesuada fames ac turpis egestas. Feugiat nisl pretium fusce id. Ut pharetra sit amet aliquam. Tortor condimentum lacinia quis vel. Suspendisse interdum consectetur libero id. Consequat semper viverra nam libero. Morbi tristique senectus et netus et malesuada fames. Et malesuada fames ac turpis egestas. Libero nunc consequat interdum varius sit amet. Neque vitae tempus quam pellentesque nec nam.

Magna etiam tempor orci eu lobortis elementum. Aliquam etiam erat velit scelerisque in dictum non. Quisque non tellus orci ac auctor augue mauris augue neque. Donec ultrices tincidunt arcu non sodales neque sodales. Lectus mauris ultrices eros in. Sed euismod nisi porta lorem. Tristique senectus et netus et malesuada. Tristique sollicitudin nibh sit amet. Vulputate dignissim suspendisse in est ante in nibh. Blandit massa enim nec dui nunc.[/vc_column_text][/stack_boxed_content][/vc_column][vc_column width=”1/2″ css=”.vc_custom_1584728953165{padding-bottom: -25px !important;}”][stack_boxed_content shadow=”box-shadow”][vc_column_text]

Design for manufacturing

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Diam sollicitudin tempor id eu nisl. Aliquam faucibus purus in massa. Magna fringilla urna porttitor rhoncus. Massa vitae tortor condimentum lacinia quis vel. Arcu cursus euismod quis viverra nibh cras pulvinar mattis. Arcu cursus euismod quis viverra nibh cras pulvinar. Nisl rhoncus mattis rhoncus urna neque viverra justo nec. Quam id leo in vitae turpis massa. Senectus et netus et malesuada fames ac turpis egestas. Feugiat nisl pretium fusce id. Ut pharetra sit amet aliquam. Tortor condimentum lacinia quis vel. Suspendisse interdum consectetur libero id. Consequat semper viverra nam libero. Morbi tristique senectus et netus et malesuada fames. Et malesuada fames ac turpis egestas. Libero nunc consequat interdum varius sit amet. Neque vitae tempus quam pellentesque nec nam.

Magna etiam tempor orci eu lobortis elementum. Aliquam etiam erat velit scelerisque in dictum non. Quisque non tellus orci ac auctor augue mauris augue neque. Donec ultrices tincidunt arcu non sodales neque sodales. Lectus mauris ultrices eros in. Sed euismod nisi porta lorem. Tristique senectus et netus et malesuada. Tristique sollicitudin nibh sit amet. Vulputate dignissim suspendisse in est ante in nibh. Blandit massa enim nec dui nunc.[/vc_column_text][/stack_boxed_content][/vc_column][/vc_row][/vc_section][vc_row][vc_column width=”7/12″][vc_empty_space height=”50px”][vc_column_text]

Change management (Overview)

Within a supply network we present a three entity relationship.  Magna fringilla urna porttitor rhoncus. Massa vitae tortor condimentum lacinia quis vel. Arcu cursus euismod quis viverra nibh cras pulvinar mattis. Arcu cursus euismod quis viverra nibh cras pulvinar. Nisl rhoncus mattis rhoncus urna neque viverra justo nec. Quam id leo in vitae turpis massa. Senectus et netus et malesuada fames ac turpis egestas. Feugiat nisl pretium fusce id. Ut pharetra sit amet aliquam. Tortor condimentum lacinia quis vel. Suspendisse interdum consectetur libero id. Consequat semper viverra nam libero. Morbi tristique senectus et netus et malesuada fames. Et malesuada fames ac turpis egestas. Libero nunc consequat interdum varius sit amet. Neque vitae tempus quam pellentesque nec nam.

Magna etiam tempor orci eu lobortis elementum. Aliquam etiam erat velit scelerisque in dictum non. Quisque non tellus orci ac auctor augue mauris augue neque. Donec ultrices tincidunt arcu non sodales neque sodales. Lectus mauris ultrices eros in. Sed euismod nisi porta lorem. Tristique senectus et netus et malesuada. Tristique sollicitudin nibh sit amet. Vulputate dignissim suspendisse in est ante in nibh. Blandit massa enim nec dui nunc.[/vc_column_text][vc_column_text]Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Diam sollicitudin tempor id eu nisl. Aliquam faucibus purus in massa. Magna fringilla urna porttitor rhoncus. Massa vitae tortor condimentum lacinia quis vel. Arcu cursus euismod quis viverra nibh cras pulvinar mattis. Arcu cursus euismod quis viverra nibh cras pulvinar. Nisl rhoncus mattis rhoncus urna neque viverra justo nec. Quam id leo in vitae turpis massa. Senectus et netus et malesuada fames ac turpis egestas. Feugiat nisl pretium fusce id. Ut pharetra sit amet aliquam. Tortor condimentum lacinia quis vel. Suspendisse interdum consectetur libero id. Consequat semper viverra nam libero. Morbi tristique senectus et netus et malesuada fames. Et malesuada fames ac turpis egestas. Libero nunc consequat interdum varius sit amet. Neque vitae tempus quam pellentesque nec nam.

Magna etiam tempor orci eu lobortis elementum. Aliquam etiam erat velit scelerisque in dictum non. Quisque non tellus orci ac auctor augue mauris augue neque. Donec ultrices tincidunt arcu non sodales neque sodales. Lectus mauris ultrices eros in. Sed euismod nisi porta lorem. Tristique senectus et netus et malesuada. Tristique sollicitudin nibh sit amet. Vulputate dignissim suspendisse in est ante in nibh. Blandit massa enim nec dui nunc.[/vc_column_text][/vc_column][vc_column width=”1/12″][/vc_column][vc_column width=”4/12″][vc_empty_space height=”50px”][vc_column_text]Klemmer [1962][/vc_column_text][vc_column_text css=”.vc_custom_1584728030963{padding-bottom: 25px !important;}”]Bank machine operators, errors per check[/vc_column_text][vc_empty_space height=”15px”][stack_call_to_action layout=”button-label” intro=”New” button_text=”ORDER” custom_css_class=”center”][vc_empty_space][vc_separator][vc_empty_space][vc_column_text]Melchers & Harrington [1982][/vc_column_text][vc_column_text css=”.vc_custom_1584728085611{padding-bottom: 25px !important;}”]Students performing calculator tasks and table lookup tasks. Per multipart calculation. Per table lookup. Etc.[/vc_column_text][vc_empty_space height=”15px”][stack_call_to_action layout=”button-label” intro=”New” button_text=”ORDER” custom_css_class=”center”][vc_empty_space][vc_separator][vc_empty_space][vc_column_text]Potter [1995][/vc_column_text][vc_column_text css=”.vc_custom_1584728294276{padding-bottom: 25px !important;}”]Errors in making entries in an aircraft flight management system. Per keystroke. Higher if heavy workload.[/vc_column_text][vc_empty_space height=”15px”][stack_call_to_action layout=”button-label” intro=”New” button_text=”ORDER” custom_css_class=”center”][vc_empty_space][vc_separator][vc_empty_space][vc_column_text]Swain & Guttman [1983][/vc_column_text][vc_column_text css=”.vc_custom_1584728378509{padding-bottom: 25px !important;}”]Error(s) reading an analog meter, charts, graph. Per read.[/vc_column_text][vc_empty_space height=”15px”][stack_call_to_action layout=”button-label” intro=”ORDER” button_text=”Operators, Engineers” custom_css_class=”center”][vc_empty_space][vc_separator][vc_empty_space][vc_column_text]Swain & Guttman [1983][/vc_column_text][vc_column_text css=”.vc_custom_1584728422702{padding-bottom: 25px !important;}”]Turning control in wrong direction under extreme stress. Per turn[/vc_column_text][vc_empty_space height=”15px”][stack_call_to_action layout=”button-label” intro=”ORDER” button_text=”Autonomous Transportation” custom_css_class=”center”][vc_empty_space][vc_separator][/vc_column][/vc_row]