Coupang logo

Coupang

Staff Data Analyst (SCM Autonomation) at Coupang

Seoul, South KoreaFull-timeSCM TechPosted 10 days ago

About the Role

<p><strong>About&nbsp;Coupang</strong></p> <p>We&nbsp;exist&nbsp;to&nbsp;wow&nbsp;our&nbsp;customers.&nbsp;We&nbsp;know&nbsp;we’re&nbsp;doing&nbsp;the&nbsp;right&nbsp;thing&nbsp;when&nbsp;we&nbsp;hear&nbsp;our&nbsp;customers&nbsp;say,&nbsp;“How&nbsp;did&nbsp;we&nbsp;ever&nbsp;live&nbsp;without&nbsp;Coupang?”&nbsp;Born&nbsp;out&nbsp;of&nbsp;an&nbsp;obsession&nbsp;to&nbsp;make&nbsp;shopping,&nbsp;eating,&nbsp;and&nbsp;living&nbsp;easier&nbsp;than&nbsp;ever,&nbsp;we&nbsp;are&nbsp;collectively&nbsp;disrupting&nbsp;the&nbsp;multi-billion-dollar&nbsp;commerce&nbsp;industry&nbsp;from&nbsp;the&nbsp;ground&nbsp;up&nbsp;and&nbsp;establishing&nbsp;an&nbsp;unparalleled&nbsp;reputation&nbsp;for&nbsp;being&nbsp;leading&nbsp;and&nbsp;reliable&nbsp;force&nbsp;in&nbsp;South&nbsp;Korean&nbsp;commerce.</p> <p>We&nbsp;are&nbsp;proud&nbsp;to&nbsp;have&nbsp;the&nbsp;best&nbsp;of&nbsp;both&nbsp;worlds&nbsp;—&nbsp;a&nbsp;startup&nbsp;culture&nbsp;with&nbsp;the&nbsp;resources&nbsp;of&nbsp;a&nbsp;large&nbsp;global&nbsp;public&nbsp;company.&nbsp;This&nbsp;fuels&nbsp;us&nbsp;to&nbsp;continue&nbsp;our&nbsp;growth&nbsp;and&nbsp;launch&nbsp;new&nbsp;services&nbsp;at&nbsp;the&nbsp;speed&nbsp;we&nbsp;have&nbsp;been&nbsp;at&nbsp;since&nbsp;our&nbsp;inception.&nbsp;We&nbsp;are&nbsp;all&nbsp;entrepreneurial&nbsp;surrounded&nbsp;by&nbsp;opportunities&nbsp;to&nbsp;drive&nbsp;new&nbsp;initiatives&nbsp;and&nbsp;innovations.&nbsp;At&nbsp;our&nbsp;core,&nbsp;we&nbsp;are&nbsp;bold&nbsp;and&nbsp;ambitious&nbsp;people&nbsp;that&nbsp;like&nbsp;to&nbsp;get&nbsp;our&nbsp;hands&nbsp;dirty&nbsp;and&nbsp;make&nbsp;a&nbsp;hands-on&nbsp;impact.&nbsp;At&nbsp;Coupang,&nbsp;you&nbsp;will&nbsp;see&nbsp;yourself,&nbsp;your&nbsp;colleagues,&nbsp;your&nbsp;team,&nbsp;and&nbsp;the&nbsp;company&nbsp;grow&nbsp;every&nbsp;day.</p> <p>Our mission to build the future of commerce is real. We push the boundaries of what’s possible to solve problems and break traditional tradeoffs. Join Coupang now to create an epic experience in this always-on, high-tech, and hyper-connected world.</p> <p><strong>Job&nbsp;description:</strong></p> <p>We are seeking an exceptionally pragmatic and results-driven Lead Data Analyst to be the strategic core of our Supply Chain team. Your mission is to solve our toughest inventory challenges—from preventing stockouts to clearing excess goods. This is not a back-office reporting role. You will be a hands-on catalyst who can "figure things out," develop clever solutions, and collaborate across the company to see your insights implemented in our production systems.</p> <p><strong>Key&nbsp;responsibilities:</strong></p> <p><strong>Lead&nbsp;the&nbsp;Full&nbsp;Cycle&nbsp;from&nbsp;Idea&nbsp;to&nbsp;Production-Ready&nbsp;Insight:</strong>&nbsp;</p> <ol> <li><strong>Ideate&nbsp;&amp;&nbsp;Develop&nbsp;Smart&nbsp;Heuristics:</strong>&nbsp;Proactively&nbsp;identify&nbsp;weaknesses&nbsp;in&nbsp;our&nbsp;supply&nbsp;chain&nbsp;systems&nbsp;and&nbsp;develop&nbsp;clever,&nbsp;practical&nbsp;logic.&nbsp;Your&nbsp;focus&nbsp;will&nbsp;be&nbsp;on&nbsp;<strong>forecast&nbsp;correction&nbsp;logic</strong>&nbsp;(to&nbsp;override&nbsp;our&nbsp;main&nbsp;models&nbsp;when&nbsp;they&nbsp;fail),&nbsp;<strong>Out-of-Stock&nbsp;(OOS)&nbsp;attribution&nbsp;models</strong>,&nbsp;and&nbsp;<strong>excess&nbsp;inventory&nbsp;flagging&nbsp;rules</strong>.</li> <li><strong>Build&nbsp;Rapid&nbsp;Proof-of-Concepts&nbsp;(POCs):</strong>&nbsp;Quickly&nbsp;validate&nbsp;your&nbsp;ideas&nbsp;with&nbsp;hands-on&nbsp;POCs.&nbsp;You&nbsp;will&nbsp;build&nbsp;working&nbsp;prototypes,&nbsp;such&nbsp;as&nbsp;a&nbsp;<strong>Root&nbsp;Cause&nbsp;Analysis&nbsp;dashboard</strong>&nbsp;that&nbsp;automatically&nbsp;attributes&nbsp;OOS&nbsp;events&nbsp;to&nbsp;causes&nbsp;like&nbsp;'Supplier&nbsp;Delay'&nbsp;or&nbsp;'Under-forecasting'.</li> <li><strong>Champion&nbsp;for&nbsp;Productionalization:</strong>&nbsp;Partner&nbsp;closely&nbsp;with&nbsp;our&nbsp;Demand&nbsp;Planning&nbsp;and&nbsp;Engineering&nbsp;teams&nbsp;to&nbsp;get&nbsp;your&nbsp;validated&nbsp;POCs&nbsp;productionalized.&nbsp;You&nbsp;are&nbsp;the&nbsp;subject-matter&nbsp;expert&nbsp;who&nbsp;ensures&nbsp;your&nbsp;logic&nbsp;is&nbsp;accurately&nbsp;integrated&nbsp;into&nbsp;our&nbsp;core&nbsp;inventory&nbsp;planning&nbsp;systems.</li> </ol> <p><strong>Become&nbsp;the&nbsp;Go-To&nbsp;Expert&nbsp;on&nbsp;Inventory&nbsp;Health:</strong>&nbsp;Own&nbsp;the&nbsp;analytics&nbsp;around&nbsp;our&nbsp;key&nbsp;supply&nbsp;chain&nbsp;KPIs,&nbsp;including&nbsp;Out-of-Stock&nbsp;rates&nbsp;and&nbsp;Sell-Through.&nbsp;You&nbsp;will&nbsp;not&nbsp;just&nbsp;report&nbsp;on&nbsp;these&nbsp;numbers;&nbsp;you&nbsp;will&nbsp;provide&nbsp;the&nbsp;"why"&nbsp;behind&nbsp;them.</p> <p><strong>Act&nbsp;as&nbsp;a&nbsp;Data&nbsp;Translator:</strong>&nbsp;Proactively&nbsp;communicate&nbsp;with&nbsp;technical&nbsp;and&nbsp;non-technical&nbsp;partners,&nbsp;ensuring&nbsp;stakeholders&nbsp;understand&nbsp;not&nbsp;just&nbsp;the&nbsp;'what'&nbsp;but&nbsp;the&nbsp;'so&nbsp;what'&nbsp;of&nbsp;your&nbsp;findings.&nbsp;You&nbsp;are&nbsp;the&nbsp;bridge&nbsp;that&nbsp;turns&nbsp;complex&nbsp;analysis&nbsp;into&nbsp;clear&nbsp;business&nbsp;directives.</p> <p><strong>Mentor&nbsp;and&nbsp;Elevate:</strong> As&nbsp;a&nbsp;lead,&nbsp;you&nbsp;will&nbsp;guide&nbsp;and&nbsp;mentor&nbsp;other&nbsp;analysts&nbsp;on&nbsp;the&nbsp;team,&nbsp;establishing&nbsp;best&nbsp;practices&nbsp;for&nbsp;high-impact,&nbsp;efficient,&nbsp;and&nbsp;reproducible&nbsp;analysis.</p> <p><strong>Qualifications:&nbsp;</strong></p> <ul> <li><strong>7+&nbsp;years&nbsp;of&nbsp;professional&nbsp;experience</strong>&nbsp;in&nbsp;data&nbsp;analytics,&nbsp;business&nbsp;intelligence,&nbsp;or&nbsp;a&nbsp;related&nbsp;quantitative&nbsp;field.</li> <li><strong>Development&nbsp;background&nbsp;is&nbsp;highly&nbsp;preferred.</strong> You think in terms of systems and build solutions for the long term. You likely started your career as a developer or have consistently worked in roles that required strong software engineering principles.</li> <li><strong>Domain&nbsp;expertise&nbsp;in&nbsp;Supply&nbsp;Chain,&nbsp;Inventory&nbsp;Management,&nbsp;or&nbsp;Demand&nbsp;Planning&nbsp;is&nbsp;a&nbsp;significant&nbsp;advantage.</strong>&nbsp;Experience&nbsp;in&nbsp;<strong>e-commerce</strong>&nbsp;is&nbsp;also&nbsp;a&nbsp;major&nbsp;plus.</li> </ul> <p><strong>Core&nbsp;Technical&nbsp;Proficiencies:</strong></p> <ul> <li><strong>Database&nbsp;Expertise&nbsp;(SQL):</strong>&nbsp;You&nbsp;possess&nbsp;expert-level&nbsp;SQL&nbsp;skills.&nbsp;You&nbsp;are&nbsp;highly&nbsp;experienced&nbsp;in&nbsp;writing&nbsp;clean,&nbsp;efficient&nbsp;queries&nbsp;to&nbsp;manipulate&nbsp;massive&nbsp;datasets&nbsp;across&nbsp;our&nbsp;primary&nbsp;data&nbsp;platforms,&nbsp;including&nbsp;our&nbsp;data&nbsp;warehouse&nbsp;(<strong>Redshift</strong>)&nbsp;and&nbsp;data&nbsp;lake&nbsp;(<strong>Hive</strong>).</li> <li><strong>Data&nbsp;Scripting&nbsp;&amp;&nbsp;Automation:</strong>&nbsp;You&nbsp;have&nbsp;high&nbsp;proficiency&nbsp;in&nbsp;a&nbsp;scripting&nbsp;language&nbsp;for&nbsp;complex&nbsp;analysis&nbsp;and&nbsp;automation.&nbsp;You&nbsp;are&nbsp;an&nbsp;expert&nbsp;in&nbsp;either&nbsp;<strong>Python</strong>&nbsp;(with&nbsp;its&nbsp;data&nbsp;ecosystem&nbsp;like&nbsp;pandas,&nbsp;NumPy)&nbsp;or&nbsp;<strong>R</strong>.</li> <li><strong>Dashboarding&nbsp;&amp;&nbsp;Visualization:</strong>&nbsp;You&nbsp;have&nbsp;deep,&nbsp;hands-on&nbsp;experience&nbsp;creating&nbsp;insightful&nbsp;and&nbsp;actionable&nbsp;dashboards.&nbsp;You&nbsp;are&nbsp;an&nbsp;expert&nbsp;in&nbsp;at&nbsp;least&nbsp;one&nbsp;of&nbsp;our&nbsp;primary&nbsp;BI&nbsp;tools&nbsp;—&nbsp;<strong>Tableau</strong>,&nbsp;<strong>Power&nbsp;BI</strong>,&nbsp;or&nbsp;<strong>Apache&nbsp;Superset</strong>&nbsp;—&nbsp;and&nbsp;are&nbsp;comfortable&nbsp;navigating&nbsp;the&nbsp;others.</li> <li><strong>Analysis&nbsp;as&nbsp;Code&nbsp;(GitHub):</strong>&nbsp;You&nbsp;treat&nbsp;analysis&nbsp;as&nbsp;code.&nbsp;Proficiency&nbsp;with&nbsp;<strong>Git&nbsp;and&nbsp;GitHub</strong>&nbsp;is&nbsp;essential&nbsp;for&nbsp;versioning&nbsp;your&nbsp;queries&nbsp;and&nbsp;scripts&nbsp;and&nbsp;collaborating&nbsp;with&nbsp;the&nbsp;team.</li> <li><strong>Generative&nbsp;AI&nbsp;as&nbsp;a&nbsp;Force&nbsp;Multiplier:</strong>&nbsp;You&nbsp;are&nbsp;a&nbsp;pragmatic&nbsp;user&nbsp;of&nbsp;<strong>Generative&nbsp;AI</strong>&nbsp;(e.g.,&nbsp;Windsurf,&nbsp;Gemini)&nbsp;to&nbsp;accelerate&nbsp;your&nbsp;workflow—from&nbsp;writing&nbsp;code&nbsp;and&nbsp;debugging&nbsp;issues&nbsp;to&nbsp;managing&nbsp;projects&nbsp;and&nbsp;summarizing&nbsp;findings.</li> </ul> <p><strong>Key&nbsp;Competencies:</strong></p> <ul> <li><strong>Pragmatic&nbsp;Problem-Solver:</strong>&nbsp;You&nbsp;have&nbsp;a&nbsp;knack&nbsp;for&nbsp;creating&nbsp;simple,&nbsp;effective&nbsp;solutions&nbsp;to&nbsp;complex&nbsp;problems&nbsp;and&nbsp;understand&nbsp;when&nbsp;a&nbsp;smart&nbsp;heuristic&nbsp;is&nbsp;better&nbsp;than&nbsp;a&nbsp;perfect&nbsp;but&nbsp;slow&nbsp;model.</li> <li><strong>Master&nbsp;Communicator:</strong>&nbsp;You&nbsp;can&nbsp;simplify&nbsp;complexity,&nbsp;persuade&nbsp;stakeholders&nbsp;with&nbsp;data-driven&nbsp;narratives,&nbsp;and&nbsp;create&nbsp;clear,&nbsp;concise&nbsp;documentation&nbsp;for&nbsp;your&nbsp;work.</li> <li><strong>Sustainable&nbsp;Code&nbsp;Practices:</strong>&nbsp;You&nbsp;write&nbsp;clean,&nbsp;modular,&nbsp;and&nbsp;reusable&nbsp;code&nbsp;in&nbsp;both&nbsp;SQL&nbsp;and&nbsp;your&nbsp;chosen&nbsp;scripting&nbsp;language.&nbsp;Your&nbsp;work&nbsp;is&nbsp;easy&nbsp;for&nbsp;others&nbsp;to&nbsp;understand,&nbsp;trust,&nbsp;and&nbsp;build&nbsp;upon.</li> </ul> <p><strong>Recruitment&nbsp;Process</strong></p> <ul> <li>Application&nbsp;Review&nbsp;-&nbsp;Phone&nbsp;Interview&nbsp;-&nbsp;Virtual&nbsp;Onsite&nbsp;Interview&nbsp;–&nbsp;Offer</li> <li>The&nbsp;exact&nbsp;nature&nbsp;of&nbsp;the&nbsp;recruitment&nbsp;process&nbsp;may&nbsp;vary&nbsp;according&nbsp;to&nbsp;the&nbsp;specific&nbsp;job&nbsp;and&nbsp;may&nbsp;be&nbsp;changed&nbsp;due&nbsp;to&nbsp;scheduling&nbsp;or&nbsp;other&nbsp;circumstances.</li> <li>Interview&nbsp;schedules&nbsp;and&nbsp;the&nbsp;results&nbsp;will&nbsp;be&nbsp;informed&nbsp;to&nbsp;the&nbsp;applicant&nbsp;via&nbsp;the&nbsp;e-mail&nbsp;address&nbsp;submitted&nbsp;at&nbsp;the&nbsp;application&nbsp;stage.</li> </ul> <p><strong>Details&nbsp;to&nbsp;Consider</strong></p> <ul> <li>This&nbsp;job&nbsp;posting&nbsp;may&nbsp;be&nbsp;closed&nbsp;prior&nbsp;to&nbsp;the&nbsp;stated&nbsp;end&nbsp;date&nbsp;for&nbsp;application&nbsp;if&nbsp;all&nbsp;openings&nbsp;are&nbsp;filled.</li> <li>Coupang&nbsp;has&nbsp;the&nbsp;right&nbsp;to&nbsp;rescind&nbsp;an&nbsp;offer&nbsp;of&nbsp;employment&nbsp;if&nbsp;a&nbsp;candidate&nbsp;is&nbsp;found&nbsp;to&nbsp;have&nbsp;submitted&nbsp;false&nbsp;information&nbsp;as&nbsp;part&nbsp;of&nbsp;the&nbsp;application&nbsp;process.</li> <li>Those&nbsp;eligible&nbsp;for&nbsp;employment&nbsp;protection&nbsp;(recipients&nbsp;of&nbsp;veteran’s&nbsp;benefits,&nbsp;the&nbsp;disabled,&nbsp;etc.)&nbsp;may&nbsp;receive&nbsp;preferential&nbsp;treatment&nbsp;for&nbsp;employment&nbsp;in&nbsp;accordance&nbsp;with&nbsp;applicable&nbsp;laws.</li> <li>Job&nbsp;titles&nbsp;and&nbsp;responsibilities&nbsp;may&nbsp;be&nbsp;subject&nbsp;to&nbsp;change&nbsp;depending&nbsp;on&nbsp;the&nbsp;candidate’s&nbsp;overall&nbsp;experience,&nbsp;etc.&nbsp;This&nbsp;will&nbsp;be&nbsp;communicated&nbsp;to&nbsp;the&nbsp;candidate&nbsp;at&nbsp;the&nbsp;appropriate&nbsp;time&nbsp;before&nbsp;the&nbsp;offer.</li> </ul> <p><strong>Privacy&nbsp;Notice</strong></p> <ul> <li>Your&nbsp;personal&nbsp;information&nbsp;will&nbsp;be&nbsp;collected&nbsp;and&nbsp;managed&nbsp;by&nbsp;Coupang&nbsp;as&nbsp;stated&nbsp;in&nbsp;the&nbsp;Application&nbsp;Privacy&nbsp;Notice&nbsp;located&nbsp;below.</li> </ul> <p><a href="https://www.coupang.jobs/en/privacy-policy/" target="_blank">https://www.coupang.jobs/en/privacy-policy/</a></p> <p><strong>Document&nbsp;Return&nbsp;Policy</strong></p> <ul> <li>This&nbsp;notification&nbsp;is&nbsp;given&nbsp;pursuant&nbsp;to&nbsp;Article&nbsp;11&nbsp;(6)&nbsp;of&nbsp;the&nbsp;Fair&nbsp;Hiring&nbsp;Procedure&nbsp;Act.</li> <li>A&nbsp;job&nbsp;applicant,&nbsp;who&nbsp;has&nbsp;applied&nbsp;but&nbsp;not&nbsp;been&nbsp;finally&nbsp;selected&nbsp;for&nbsp;a&nbsp;position&nbsp;at&nbsp;Coupang&nbsp;(the&nbsp;“Company”),&nbsp;may&nbsp;request&nbsp;the&nbsp;Company&nbsp;to&nbsp;return&nbsp;his/her&nbsp;hiring&nbsp;documents&nbsp;submitted&nbsp;pursuant&nbsp;to&nbsp;the&nbsp;Fair&nbsp;Hiring&nbsp;Procedure&nbsp;Act.&nbsp;However,&nbsp;this&nbsp;will&nbsp;not&nbsp;apply&nbsp;where&nbsp;the&nbsp;hiring&nbsp;documents&nbsp;were&nbsp;submitted&nbsp;via&nbsp;the&nbsp;website&nbsp;of&nbsp;the&nbsp;Company&nbsp;or&nbsp;e-mail,&nbsp;or&nbsp;where&nbsp;the&nbsp;job&nbsp;applicant&nbsp;submitted&nbsp;those&nbsp;documents&nbsp;voluntarily&nbsp;without&nbsp;a&nbsp;request&nbsp;from&nbsp;the&nbsp;Company.&nbsp;In&nbsp;addition,&nbsp;if&nbsp;the&nbsp;hiring&nbsp;documents&nbsp;were&nbsp;destroyed&nbsp;due&nbsp;to&nbsp;a&nbsp;natural&nbsp;disaster&nbsp;or&nbsp;any&nbsp;other&nbsp;reasons&nbsp;not&nbsp;attributable&nbsp;to&nbsp;the&nbsp;Company,&nbsp;such&nbsp;documents&nbsp;will&nbsp;be&nbsp;deemed&nbsp;to&nbsp;have&nbsp;been&nbsp;returned&nbsp;to&nbsp;the&nbsp;job&nbsp;applicant.</li> <li>A&nbsp;job&nbsp;applicant&nbsp;who&nbsp;wishes&nbsp;to&nbsp;request&nbsp;the&nbsp;return&nbsp;of&nbsp;his/her&nbsp;hiring&nbsp;documents&nbsp;pursuant&nbsp;to&nbsp;the&nbsp;main&nbsp;sentence&nbsp;of&nbsp;paragraph&nbsp;2&nbsp;above&nbsp;should&nbsp;fill&nbsp;out&nbsp;a&nbsp;“Request&nbsp;for&nbsp;Return&nbsp;of&nbsp;Hiring&nbsp;Documents”&nbsp;[Annex&nbsp;Form&nbsp;No.&nbsp;3&nbsp;in&nbsp;the&nbsp;Enforcement&nbsp;Rule&nbsp;of&nbsp;the&nbsp;Fair&nbsp;Hiring&nbsp;Procedure&nbsp;Act]&nbsp;and&nbsp;submit&nbsp;the&nbsp;request&nbsp;to&nbsp;the&nbsp;Company&nbsp;by&nbsp;email&nbsp;(&nbsp;[email protected]).&nbsp;In&nbsp;such&nbsp;case,&nbsp;within&nbsp;fourteen&nbsp;(14)&nbsp;days&nbsp;from&nbsp;the&nbsp;date&nbsp;of&nbsp;identifying&nbsp;the&nbsp;receipt&nbsp;of&nbsp;the&nbsp;request,&nbsp;the&nbsp;Company&nbsp;will&nbsp;send&nbsp;the&nbsp;hiring&nbsp;documents&nbsp;to&nbsp;the&nbsp;job&nbsp;applicant’s&nbsp;designated&nbsp;address&nbsp;via&nbsp;registered&nbsp;mail.&nbsp;Please&nbsp;be&nbsp;informed&nbsp;that&nbsp;the&nbsp;job&nbsp;applicant&nbsp;is&nbsp;required&nbsp;to&nbsp;pay&nbsp;the&nbsp;postage&nbsp;on&nbsp;the&nbsp;registered&nbsp;mail.</li> <li>In&nbsp;preparation&nbsp;for&nbsp;a&nbsp;job&nbsp;applicant’s&nbsp;request&nbsp;for&nbsp;the&nbsp;return&nbsp;of&nbsp;hiring&nbsp;documents&nbsp;pursuant&nbsp;to&nbsp;the&nbsp;main&nbsp;sentence&nbsp;of&nbsp;paragraph&nbsp;2&nbsp;above,&nbsp;the&nbsp;Company&nbsp;shall&nbsp;retain&nbsp;the&nbsp;original&nbsp;hiring&nbsp;documents&nbsp;submitted&nbsp;by&nbsp;the&nbsp;job&nbsp;applicant&nbsp;for&nbsp;180&nbsp;days&nbsp;from&nbsp;the&nbsp;completion&nbsp;of&nbsp;the&nbsp;recruiting&nbsp;process.&nbsp;If&nbsp;no&nbsp;request&nbsp;is&nbsp;made&nbsp;until&nbsp;the&nbsp;end&nbsp;of&nbsp;this&nbsp;period,&nbsp;all&nbsp;of&nbsp;his/her&nbsp;hiring&nbsp;documents&nbsp;will&nbsp;be&nbsp;destroyed&nbsp;immediately&nbsp;in&nbsp;accordance&nbsp;with&nbsp;the&nbsp;Personal&nbsp;Information&nbsp;Protection&nbsp;Act.</li> <li>Hiring&nbsp;may&nbsp;be&nbsp;restricted&nbsp;in&nbsp;case&nbsp;the&nbsp;legal&nbsp;qualifications&nbsp;required&nbsp;for&nbsp;hiring&nbsp;and&nbsp;work&nbsp;performance&nbsp;are&nbsp;not&nbsp;met.</li> </ul> <p>&nbsp;</p>