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February 2017 | n° 82 | www.wcoomd.org

WCO news

 Data Analysis
 for effective border
 management

      World Customs Organization
WCO news - Data Analysis for effective border management World Customs Organization - WCOOMD ...
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WCO news - Data Analysis for effective border management World Customs Organization - WCOOMD ...
WCO news N° 82 February 2017

   Content

   04 Flash info

   07 Dossier
                                                    16
   32 Point of view
                                                    Mirror analysis, a
                                                                                                                               22
   34 Focus                                         risk analysis support                                                      API-PNR: an overview of
                                                    tool for Customs                                                           the French system and
   46 Panorama                                      administrations                                                            the challenges faced
   67 Events

                                                    46                                                                        51
                                                    Facilitating trade                                                        How the United States
                                                    against a backdrop of                                                     is transforming its trade
                                                    security threats: the                                                     processes to compete
                                                    Tunisian experience                                                       in the global economy

 DOSSIER: DATA ANALYSIS                                       POINT OF VIEW                                                            FOCUS: ENVIRONMENT

07      The Secretary General of                            32      Emerging technologies can                                         34    Customs and the
        the WCO shares his thoughts on                              transform border management,                                            environment: bringing about a
        the importance of data analysis,                            but agencies must prepare                                               better future for all
        the WCO’s theme for 2017
                                                                                                                                      40    Project INAMA:
10      National experiences:                                                                                                               implementation progress and first
        Canada, Côte d’Ivoire, France,                                                                                                      results achieved
        New Zealand and Singapore
                                                                                                                                      44    Customs’ role in protecting
26      Developing data analyst                                                                                                             the ozone layer and mitigating
        skills: how the WCO contributes                                                                                                     climate change
        to expanding this specialized area
        of work
28      Cognitive computing: how
        it can help in improving trade
        compliance and facilitation

Editor-in-Chief                       Advertising                           Editorial note                                                 Copyright © World Customs Organization
Grant Busby                                                                 WCO News is distributed free of charge in English              All rights reserved. Requests and enquiries concerning
                                                                            and in French to Customs administrations, international        translation, reproduction and adaptation rights should be
Writer / Editor                                                             organizations, non-governmental organizations, the             addressed to copyright@wcoomd.org.
Laure Tempier                         Bernard Bessis                        business community and other interested readers. Opinions
                                      bernard.bessis@bb-communication.com   expressed in WCO News are those of the contributors and        Acknowledgements: The Editorial Team wishes to express its
Editorial Assistant                   Publisher                             do not necessarily reflect the official views of the World     sincere thanks to all who contributed to this publication.
Sylvie Degryse                        World Customs Organization            Customs Organization. Contributions in English or French
                                      Rue du Marché, 30                     are welcome but should be submitted no later than 15 April     Illustrations: Our thanks also extend to all who provided
Online subscriptions                  B-1210 Brussels                       2017 for consideration. The WCO reserves the right to          photos, logos and drawings to illustrate this issue.
http://www.wcoomd.org/en/media/wco-   Belgium                               publish, not to publish, or to edit articles to ensure their
news-magazine/subscriptions.aspx                                            conformity with the magazine’s editorial policy and style.     Photo cover: © Mischa Keijser / Cultura Creative
                                      Tel.: +32 (0)2 209 94 41              The WCO Communications Service is available to answer
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                                                                                                                                                                                                        3
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FLASH INFO

    A new module in ASYCUDA speeds up
    the processing of relief consignments
    By Virginie BOHL,
    EMERGENCY RELIEF PROJECT MANAGER, THE UNITED
    NATIONS OFFICE FOR THE COORDINATION OF
    HUMANITARIAN AFFAIRS

    IN MAJOR HUMANITARIAN crises, whether
    natura l disasters or complex
    emergencies, many relief goods are
    delayed by Customs. Sometimes these
    items are only released months after
    their arrival, and, in the worst-case
    scenario, may never reach the affected

                                                                                                                                             © USCBP
    population.

    The reason for such delays is that             relief consignments in humanitarian         be associated with the relevant Customs
    Customs authorities are often not              emergencies.                                procedures prescribed by the national
    adequately prepared to process the large                                                   Customs law of the affected country (e.g.
    amount of relief items that usually arrive     Once activated, the module will enable      exemption from import duties and/or
    in a disaster stricken country within a        the automated system to:                    taxes), enabling completely automated
    very short period of time. The case of the                                                 processing and release of these goods by
    Philippines after Typhoon Haiyan struck        • register the organizations potentially    Customs authorities without delays.
    in November 2013 gives an idea of the            involved in UN relief operations in
    volumes involved: the country’s Bureau           advance, in preparation for potential     The system will also enable Customs
    of Customs reported that the volume              unforeseen emergencies;                   to get a more accurate overview of
    of cargo flights and ships was 10 times                                                    incoming relief consignments, and
    larger than under normal circumstances.        • record the duration of the state of       to share this valuable information
                                                     emergency and the relief items listed     with other national authorities and
    ASYCUDA’s new module                             by the government as priority needs,      international actors such as the Global
    As a new initiative might help countries         including their respective HS codes,      Logistics Cluster (the coordination
    using t he Automated System for                  and the requested volume;                 mechanism responsible for coordination,
    Customs Data (ASYCUDA) to better                                                           information management, and, where
    handle the influx of relief items in an        • associate a list of pre-authorized        necessary, the logistics service led by the
    emergency, the United Nations Office             orga nizat ions (U N, inter-              United Nations World Food Programme
    for the Coordination of Humanitarian             governmental organizations (IGOs),        (WFP) provision to ensure that an
    Affairs (OCHA) and the United Nations            non-governmental organizations            effective and efficient logistics response
    Conference on Trade and Development              (NGOs), etc.) with the emergency;         takes place in humanitarian emergency
    (UNCTAD) jointly explored how to                                                           missions).
    upgrade the computerized Customs               • authorize eligible aid agencies or
    management system, developed 35                  donors with the possibility to lodge      Rolling out the new system
    years ago by UNCTAD and used today               pre-simplified arrival declarations,      The software prototype has been tested,
    in more than 95 countries, in order to           a nd c le a rly i nd ic ate on t hei r    and will be integrated into ASYCUDA
    facilitate the processing of international       declaration that their shipment           systems around the world progressively.
    relief consignments in humanitarian              contains ‘humanitarian relief’;           Procedures and guidelines will be
    emergencies.                                                                               developed and tested in simulation
                                                   • recognize these consignments, and         exercises to ensure that nationa l
    The collaboration resulted in the                prioritize their treatment by Customs     authorities and shipping agencies are
    development of an additional module              and other government agencies.            comfortable with the system, and are
    for the software, called the Automated                                                     ready to use the module.
    System for Relief Emergenc y                   Different types of humanitarian relief
    Consignments (ASYR EC). As its                 items such as goods imported for the        More information
    name suggests, it will automate the            benefit of disaster victims or temporary    bohl@un.org
    prioritization and rapid processing of         admission of disaster relief material can

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WCO news - Data Analysis for effective border management World Customs Organization - WCOOMD ...
WCO news N° 82 February 2017

New global HS standard enters                                                               Latest accessions to
                                                                                            WCO instruments
into force
                                                                                            Revised Kyoto Convention

THE NEW EDITION of the WCO Harmonized      • The Explanator y Notes which                          Samoa
System (HS) Nomenclature entered             constitute the official interpretation         Date of accession: 27 October 2016
into force on 1 January 2017. The            of the HS at the international level;          105th Contracting Party
changes in HS 2017 encompass 242
sets of amendments relating to a wide      • The Compendium of Classification                      Benin
range of products and product groups,        Opinions which includes a list                 Date of accession: 5 January 2017
including:                                   of the most significant/difficult              106th Contracting Party
                                             classification decisions taken by the
•   fish and fishery products;               WCO HS Committee;                                    Nepal
•   forestry products;                                                                      Date of accession: 3 February 2017
•   antimalarial products;                 • The Alphabetical Index which                   107th Contracting Party
•   substances controlled under the          facilitates the location of references
    Chemical Weapons Convention;             in the HS Nomenclature or in the               Harmonized System Convention
•   hazardous chemicals controlled           Explanatory Notes to any of the
    under the Rotterdam Convention;          products or articles mentioned therein;               Burundi
•   persi stent orga n ic pol lut a nt s                                                    Date of accession: 18 January 2017
    controlled under the Stockholm         • The online HS Database which                   155th Contracting Party
    Convention;                              includes all HS publications.
•   ceramic tiles;                                                                          More information
•   light-emitting diode lamps;            Information about progress on the                communication@wcoomd.org
•   monopods, bipods, and tripods;         implementation of HS 2017 and the
•   hybrid, plug-in hybrid, and all-       acceptance of various HS-related
    electric vehicles.                     recommendations relating to each of
                                           the Contracting Parties is published
The several tools available to WCO         on the WCO website in the form of a
Members and to the public to assist        matrix.
with the classification of commodities
in the HS Nomenclature have been           More information
updated, and are available for purchase    hs@wcoomd.org
via the WCO Bookshop:                      http://wcoomdpublications.org

HS 2017:
242 sets of amendments

           Agriculture                      Chemicals                           Machinery                         Other
               85                               45                                 35                              32

              Wood                           Transport                           Textiles
               22                                8                                 15

                                                                                                                                   5
WCO news - Data Analysis for effective border management World Customs Organization - WCOOMD ...
DOSSIER

    Data
    Analysis

6
WCO news - Data Analysis for effective border management World Customs Organization - WCOOMD ...
WCO news N° 82 February 2017

                                      Data analysis: seizing
                                      opportunities for effective
                                      border management
                                      By Dr Kunio Mikuriya,                        A snapshot of the activities undertaken
                                      SECRETARY GENERAL, WORLD CUSTOMS             by Customs officers who were awarded
                                      ORGANIZATION
                                                                                   on the occasion of ICD for their
                                      DATA IS GENER ATED by every economic         commitment to the data analysis theme
                                      activity, including by the movement          reveals the diversity and complexity of
                                      of goods and people. In fact, the            the data analysis work being undertaken
                                      convergence of several technologies          by Customs administrations. These
                                      is accelerating the generation of data.      officers have:
                                      According to experts, the volume of
                                      data continues to double every three         • used analysis to better detect cigarette
                                      years as information pours in from             smuggling attempts;
                                      digital platforms, wireless sensors,
                                      virtual-reality applications, and billions   • undertaken a study on how to enhance
                                      of mobile phones. In addition, data            the security deposits on mineral oils
                                      storage capacity has increased, while          which are temporarily imported;
                                      its cost has plummeted. Data scientists
                                      now have unprecedented computing             • enhanced post-clearance audits by
                                      power at their disposal, and they are          determining criteria and setting up
                                      devising algorithms that are ever more         profiles to control the movement of
                                      sophisticated.                                 cargo;

                                      Data analysis is not new, companies          • exploited historical enforcement-
                                      and governments have been leveraging           related data to predict the behaviour
                                      data a na lysis in t heir businesses           of traders and passengers;
                                      for years to drive priority‐setting,
                                      decision-ma k i ng , per for ma nce          • developed tools that directly support
                                      measurement, budget planning and               data analysis activities, such as
                                      forecasting, and operations. Customs           databases or systems which enable
                                      already has a substantial amount of            Customs-to-Customs exchange of
                                      data at its disposal, beginning with           information;
                                      data subm it ted for t he Customs
                                      clearance process. Moreover, thanks to       • engaged with other related government
                                      the development of digital technology,         agencies to support data exchange;
                                      Customs can tap into data from other
                                      government agencies, commercially            • implemented the WCO Time Release
                                      available databases, and open source           Study (WCO TRS) for measuring the
                                      i n for m at ion pl at for m s , suc h a s     time necessary for the clearance and
                                      digitized global public records and            release of goods;
                                      multilingual news sources.
                                                                                   • assessed passenger risk, and assisted
                                      Taking this context into account, I am         in the targeting and identification of
                                      convinced that, building on last year’s        high risk cargo.
                                      theme “Digital Customs – Progressive
                                      Engagement,” it is imperative that we        It is important to recognize the critical
                                      continue to enhance our data analysis        value of the work of these officers, and
                                      practices. For this reason, I chose          the benefits that can be brought to our
                                      “Data Analysis for Effective Border          community through the sharing of
© Mischa Keijser / Cultura Creative

                                      Management” as the WCO’s annual              knowledge on the use of data analysis
                                      theme for 2017, which was launched on        methods and technologies. On this
                                      the occasion of International Customs        last point, I should like to highlight
                                      Day (ICD) on 26 January.                     the importance that modern analysis

                                                                                                                                7
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DOSSIER

    More and more Customs administrations have turned
    to data mining and predictive analytics, i.e. the pursuit
    of extracting meaning from raw data using specialized
    computer systems, or even cognitive technologies
    which use advanced algorithms to analyse unstructured
    data. Data, used in conjunction with analytics and other
    emerging technologies, will, I am quite sure, provide us
    with new opportunities to realize our objectives.

    tools are playing today. In recent years,    databases. The WCO Information and            and Trade and the research-focused
    we have witnessed the emergence of a         Intelligence Centre (I2C) is another          PICARD Conference will spend some
    whole gamut of new tools, providing new      endeavour to show the use of open data,       time looking at this issue.
    opportunities to get the most value from     while supporting intelligence-gathering.
    available information.                                                                     But, it is not only the WCO which will
                                                 Customs ad minist rat ions shou ld            be focusing its attention on data analysis
    More and more Customs administrations        make data analysis a strategic priority,      during 2017. I have been informed that
    have, for example, turned to data mining     making use of cutting-edge technology,        some regional Customs organizations
    and predictive analytics, i.e. the pursuit   establishing appropriate automation           will also be organizing events around
    of extracting meaning from raw data          policies, recruiting experts to collect and   the data analysis theme, such as the
    using specialized computer systems,          analyse data, and acting upon the data-       Oceania Customs Organisation which
    or even cognitive technologies which         driven insights. Customs staff also need      intends to hold its event in May. I
    use advanced algorithms to analyse           to progressively develop the appropriate      can only encourage initiative, while
    unstructured data. Data, used in             skills to exploit the potential of data       exhorting others to do the same. In
    conjunction with analytics and other         analysis and information technology           addition, throughout the year, the WCO
    emerging technologies, will, I am quite      (IT) tools.                                   will use every opportunity to enhance
    sure, provide us with new opportunities                                                    the promotion of its tools that can
    to realize our objectives.                   Needless to say, to optimize the use of       contribute to taking the data analysis
                                                 data analytics it is important to obtain      theme forward, such as:
    Key requirements                             quality data in a timely manner. This
    A critical foundation of a successful        is one of the key areas for partnerships      • the WCO Customs Enforcement
    cognitive organization concerned with        with business to ensure the timely flow of      Network (CEN), which is a global
    data analytics is the digitization of        precise information. Moreover, there is         Customs seizure database;
    data. If data cannot be consumed by a        a need for border agencies to harmonize
    cognitive system, it cannot be analysed      the data being shared (using the WCO          • the WCO TRS, which is a methodology
    effectively. So, digitizing information      Data Model) and to develop skills               for measuring border agency clearance
    and processes and moving data to the         pursuant to any IT challenges. Further,         times;
    cloud or any other easily accessible         Customs administrations need to ensure
    platform are some of the prerequisites       that privacy and confidentiality laws are     • the use of mirror analysis, which
    for attaining success in the use of data     respected, so as to uphold the confidence       involves using the Harmonized
    analytics.                                   of society while accessing and using such       System (HS) Code to compare the
                                                 data.                                           imports (or exports) of a country with
    Data ana ly tics should be able to                                                           the exports (or imports) reported to
    access various databases (for example,       Methods and tools                               it by its trading partners, as a means
    seizure databases, databases of traders,     Data analysis, its key requirements and         of detecting gaps in terms of quantity,
    valuation databases, etc.) to discover       related challenges will be thoroughly           weight or value that may reveal
    hidden information and patterns.             discussed within the WCO during 2017,           fraudulent flows or practices;
    In other words, automation of the            and will appear on the programmes
    extraction and analysis of Customs           of all major WCO events, such as the          • the application of performance
    data, including external data, is also of    Information Technology Conference               measurement to improve Customs
    critical importance. One of the benefits     and Exhibition, the Global Conference           procedures and integrity, including
    of Customs-tax and Customs-police            on Transit, and the Technology and              the use of the techniques presented in
    cooperation that the WCO promotes is         Innovation Forum. Even the WCO                  the WCO Performance Measurement
    to enlarge Customs’ access to different      Knowledge Academy for Customs                   Contracts Guide;

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WCO news N° 82 February 2017

                                                                                                                                             © David Plas
• the WCO Data Model, which supports           as well as the analysis tools it is using,   provider which introduces cognitive
  data analysis by improving data              including future developments in this        computing and explains how it can help
  collection and by enabling the sharing       field;                                       in improving trade compliance and
  of data between government agencies.                                                      facilitation.
                                             • Côte d’Ivoire Customs sheds light
Monitoring trends and practices                on how it is using mirror analysis to        Conclusion
Part of our work in the months ahead           support risk analysis;                       Given its growing importance, the data
will also be to showcase data analysis                                                      analysis theme will be further explored
related projects to inspire others, and      • Singapore Customs gives us an                during meetings of our committees and
to monitor and communicate best                overview of its data analysis policy in      working groups during the year, and
practices in this domain. I therefore          terms of technologies used and staff         the WCO will make every effort to use
invite all WCO Members to share how            competencies required;                       all its different communication tools to
they are leveraging the potential of data                                                   disseminate the knowledge gained and
to advance and achieve their objectives,     • French Customs tells us about the            practices shared on these occasions.
and respond to the expectations of             data analysis that it applies to the
their traders, transport and logistics         movement of airline passengers and           In wrapping up, I would like to sincerely
operators, as well as their governments.       crew, and to the implementation of           thank all the contributors to this dossier
Some have already shared information           its Advance Passenger Information/           on data analysis, including all the other
with us in the pages of this magazine:         Passenger Na me Record (A PI/                magazine contributors who share their
                                               PNR) programme, including related            experiences on various Customs-related
• Canada Border Services Agency                challenges.                                  issues with us. Your contributions help
  explains how it is reorganizing itself                                                    us to ensure that the WCO continues to
  around the data it collects, making        Last but not least, the magazine also          be the centre of Customs expertise, and
  data a strategic pillar to build around;   includes an article from a Professional        a central point for sharing knowledge,
                                             Associate working temporarily at the           information and research.
• New Zealand Customs Service briefs         WCO Secretariat, who describes how
  us on the development of its Single        the WCO capacity building programme
  Window, which will enable it to            enabled her to develop her data analyst
  obtain richer and better quality data,     skills, and an article from a technology

                                                                                                                                         9
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DOSSIER

     Data analysis for effective border
     management: the Canadian experience
     By Charles Slowey,                                                                             data model with data sets consistent
     DIRECTOR GENERAL, GLOBAL BORDER MANAGEMENT AND DATA ANALYTICS,
     CANADA BORDER SERVICES AGENCY
                                                                                                    with the WCO Data Model standards.
                                                                                                    To date, the CBSA has improved data
     EFFECTIVE BORDER MANAGEMENT requires           of the data in its care, and that the data      policy coherence and strategic direction
     the identification of people and goods,        enables effective border management.            through improved communication
     and the collection and analysis of                                                             among all branches of the CBSA. We
     relevant information at the earliest           What is data analytics?                         have focused our dialogue to ensure that
     possible point in the travel and trade         The term “data analytics” refers to the         we are discussing data integrity, data
     continuum. The “business” of modern            use of information technology to harness        management, and how best to automate
     border management organizations has            statistics, algorithms, and other tools of      manual data entry tools. In short, we
     evolved, and is now driven by the active       mathematics to improve decision-making.         have brought the right people together to
     use of advanced data.                          It includes traditional analytics that is       ensure that we are having conversations
                                                    often referred to as business intelligence      on how to use data the “right way.”
     Customs organizations collect and hold         (e.g. “what happened?”) and predictive
     vast amounts of data on travellers and         analytics (e.g. “what will or could             The second pillar, Business Intelligence,
     goods. As a result, we must embrace            happen?”). The CBSA recognized that it          involves building an integrated data
     an organizationa l culture that is             could not fulfil its core mandate without       warehouse that draws on key data from
     equally driven by sound principles of          data to drive our priority‐setting, decision-   multiple sources, including operational
     information management so that we              making, performance measurement,                systems, as well as f inancial and
     may truly take advantage of the large          budget planning, and operations. Key to         human resources data. Early on, the
     amounts of data in our care. By adopting       this was a shift in culture.                    Agency was able to complete high-level
     progressive approaches, such as data                                                           business requirements for an integrated
     analytics, to collect and successfully         Our traditiona l met hods saw us                overview of the CBSA’s operational,
     exploit data to drive decision-making,         accepting information through “stove            financial and human resources data.
     we can strengthen our capacity to              pipes” that were in turn analysed in            We also developed a visualization pilot
     protect our citizenry, improve border          siloes aligned to our various business          to improve situational awareness of what
     services, and generate revenue for our         lines. However, as today’s world is             data was available. Going forward, we
     governments.                                   increasingly interconnected, it became          hope to use data to effectively inform
                                                    clear that we needed to link our diverse        decision-making on where to deploy
     Turning our “raw data” into information        data sets and take an enterprise approach
     enables ev idence-based decision-              to i nformat ion ma nagement. By
     making, and allows border management           connecting our data holdings, we could
     organizations to invest resources in a way     position ourselves to better contribute
     that supports high priority services. In       to global security, and facilitate the free
     the case of Customs organizations, this        flow of persons and goods. An internal
     can include advanced risk assessment           culture shift is underway at the CBSA
     techniques, better resource utilization,       to see data as a corporate resource that
     and more complete reporting on overall         can be used across all of the Agency’s
     performance to the public.                     business lines.

     In order to take advantage of the              Toward a data-driven decision-making
     information under its stewardship,             process
     the Canada Border Services Agency              By recognizing that we are a “data-
     (CBSA) has developed a strategy for            rich” organization, with significant data
     data analytics, including establishing         systems, the CBSA’s Data Analytics
     a centralized governance structure, to         Strategy became the guiding framework
     drive investments in three key areas:          to increase the value of these data holdings.
     data governance; business intelligence;        Our strategy focuses on three pillars.
     and advanced analytics. The framework
     is designed to allow the Agency to derive      The first pillar, Data Governance,
     increased value from its data. At the core     includes establishing a Data Governance
     of this strategy is the recognition that the   Centre, launching data stewardship, and
     CBSA respects the privacy and security         implementing an enterprise business

10
WCO news N° 82 February 2017

officers and technology in response to          development and implementation of a        Expected outcomes
real-time shifts in operational needs.          data analytics strategy.                   By integrating data analytics into our
                                                                                           regular operations, we expect to see
The third pillar, Advanced Analytics,           Using these building blocks, any           marked effectiveness and efficiency
includes expanding operational analytics        Customs administration can develop a       gains in a number of areas. We expect
capacity, exploring the potential of            tailored plan for data analytics, which    to be more capable of predicting traffic
predictive analytics, visualization, and        will allow it to derive value from the     volumes in real time to help inform the
other advanced tools. Under this pillar,        vast amounts of data that we as border     deployment of human and technology
the CBSA launched an eManifest project,         management organizations collect. From     resources. In addition, we are improving
in cooperation with the WCO, to set in          the CBSA’s experience, these include:      the identification of non-compliance,
place a standard data model for use across                                                 and, therefore, hope to generate increased
jurisdictions. This enabled us to apply         • appointing an executive champion         revenue from trade verification. We are
advanced risk assessment to pre-arrival           who understands the value of data        also refining risk scenarios to improve
commercial information. We have also              in decision-making, and who has the      targeting operations.
used predictive analytics and models to           authority to make it accessible;
determine patterns and anomalies in             • establishing formal data governance to   Finally, by providing more comprehensive
existing datasets. This included applying         ensure relevant, accurate, and timely    and accurate performance reporting
data analysis technologies to examine             data is available, thereby increasing    of the Agency’s programmes, we are
patterns of trade fraud, targeting models,        confidence in data;                      positioning ourselves to deliver better
and to improve resource allocation.             • developing teams that understand         results for Canadians. We cannot expect
                                                  data and technology;                     to modernize our business overnight,
Building blocks of data analytics               • a lways respect ing privac y a nd        but we can certainly take the right steps
Canada’s experience in placing data-              sensitive information.                   today, so that we can be effective partners
driven analysis at the forefront of decision-                                              in the global economy of tomorrow. The
making required a comprehensive shift in        The concept of “privacy by design” is      CBSA views this culture shift, towards
thinking towards using data as a valuable       essential to the development of policies   increased use of analytics grounded
corporate asset to further effective border     that hope to benefit from the use of       in a sound information management
management.                                     data analytics. In Canada, as we build     policy, as foundational to our overall
                                                capabilities from the ground up, we        modernization efforts, including a more
While there may not be a standard               always consider privacy implications       open government.
“one-size-fits-all” blueprint for all           and legislative requirements.
countries to adopt when looking to take
advantage of the information under              More information
their management, we believe there are          CBSA Data Analytics inbox
key building blocks to the successful           CBSA.Data_Analytics-Analytique_Donnees.ASFC@cbsa-asfc.gc.ca

                                                                                                                                         © Geralt

                                                                                                                                                    11
DOSSIER

     Border management modernization
     in New Zealand forges ahead
     By Murray Young,                                                                          client codes to importers, exporters and
     CHIEF INFORMATION OFFICER, NEW ZEALAND CUSTOMS SERVICE                                    overseas suppliers, and to organizations
                                                                                               or individuals who wanted to submit
     The New Zealand Customs Service is getting closer to                                      messages to the system. These were
                                                                                               applied for on forms that were generally
     completing a major modernization project, called the                                      faxed or emailed to NZCS for data entry.

     Joint Border Management System. The system has two key                                    Allowing supplier codes to be issued
                                                                                               online has been hugely beneficial for
     components: the development and implementation of the                                     traders using the TSW. It has reduced
                                                                                               what previously took up to one business
     New Zealand Trade Single Window; and advanced risk                                        day to issue, down to a matter of
                                                                                               minutes. We no longer hear ‘stories’ of
     and intelligence capability, including new tools to provide                               someone trying to get a supplier code
                                                                                               late on a Friday, but having to wait until
     sophisticated data mining, risk rating, and pattern analysis.                             Monday for it to be sorted out. Letting
                                                                                               industry get on with their business,
     I N FE BRUA RY 2 015, t he New Z ea la nd      food safety, biosecurity and Customs       and allowing it the freedom to manage
     Customs Ser vice (NZCS) updated                purposes.                                  certain information in the TSW has been
     WCO News readers on the progress of                                                       hugely popular and efficient.
     the (NZD) $104.1 million Joint Border          I can tell you good progress has been
     Management System (JBMS) project,              made since 2015, with three areas of the   The ‘flip side’ for Customs is what was
     which it is undertaking in partnership         JBMS project completed or substantially    previously a manual process is now
     with New Zealand ’s Ministr y for              completed.                                 largely dealt with through the TSW,
     Primary Industries (MPI) – responsible                                                    allowing officers to focus on more high
     for managing the biosecurity risks posed       Allowing industry the freedom to           value work, and for future costs associated
     by cargo, craft, passengers and mail           manage certain information                 with manual processing to be avoided.
     items, including risks associated with         In July 2015, further functionality to
     imported food.                                 the TSW was added, to allow brokers to     R& I a na ly tics toolset a nd data
                                                    register and manage some of their own      repository upgraded
     At the time of the update, a significant       and their clients’ information, and for    A further milestone was reached in
     proportion of the Trade Single Window          supplier codes to be issued through the    November 2015, when a significant
     (TSW) initiative had been delivered for        TSW. Before this addition, NZCS issued     upg rade to our of f line risk a nd

     Prior to the Trade Single Window, meeting border requirements for goods and craft involved
     dealing with multiple agencies and a third party to process transactions

                                                                   Third party
                                                                                                            Customs
          Pre-TSW:                                                  gateway

            Different
        information sets           Industry parties
                                                                  Email, fax &
      Insufficient data for                                       a range of                                MPI
      full risk assessment                                        e-message                           Biosecurity system
                                                                   standards
      Supported by MPI
      manual screening
                                                                                 MPI data
                                                                                  entry
                                    Overseas Govt                                                                MPI
                                      agencies                                                            Food Safety system

12
WCO news N° 82 February 2017

intelligence (R&I) analytics toolset and     this, we have built a predictive model,    Hong Kong, China, and the United
data repository to support its use was       i n consu ltat ion w it h Aust ra l ia’s   States. Collaboration with such agencies
deployed. This technology has enabled        Depar t ment of Immigration a nd           to stop illicit drugs and other contraband
a joint border analytics team to be          Border Protection, centred on air cargo    pre-border has been paying dividends,
established (November 2016), which           data. While early results are promising,   with many notable methamphetamine
consists of Customs and two fellow           time and more data is needed to prove      seizures in particular. A big part of the
border agencies, Immigration New             it. As our capability and capacity         success has come from information
Zealand and the MPI respectively.            grows, further predictive models will      sharing, and NZCS staff being on the
                                             be developed, including models for         ground in other countries to assist with
Establishing a joint tea m a l lows          revenue risk and other drugs.              operations and intelligence gathering.
t he agencies to share t he cost of
specia list resources a nd leverage          More investment in the area of data        This better CBM approach is also at the
the R&I capability and tools of the          ana ly tics is certainly required to       forefront of how remaining real time
three agencies, to gain new insights         build from our current state, but it       R&I tools, to be delivered as part of
into border risk through the use of          is the tools, and understanding from       the JBMS project, will be implemented.
analytics and data sharing.                  the JBMS project, that have given us a     While progress on implementation
                                             good head start.                           of these tools was slowed to focus on
Literally millions of border transactions                                               completing the TSW, it has allowed us
are now being interrogated to identify       Coordinated border management and          to re-think some design aspects, and
patterns in data that represent border       R&I tools                                  implementation in general. For example,
risk. A good proportion of that data is      Another example of the push in New         the tools will now be available to all New
being generated through the TSW, which       Zealand for better coordinated border      Zealand’s border agencies to use, and
uses electronic craft and cargo reporting,   management (CBM) is that it should         they have also been designed for the
and clearance messages based on Version      be driven by intelligence-led risk         mobility platform used by frontline staff.
3.2 of the WCO Data Model (WDM3).            management. This intelligence-led
                                             approach underpins what NZCS and           It is now our expectation that these
The available data will grow with the        its fellow border agencies do in an        tools will be deployed over two years,
completion of the last major release         ever-changing border environment.          as a series of smaller projects once the
of the TSW in early 2017, which will         But, the collaboration is not just         completed TSW has gone live. What will
include new ‘lodgement’ types, the           limited to gathering intelligence, as in   be delivered includes:
term used to describe the different sets     many locations, New Zealand’s border
of information required (see diagram).       agencies have co-located staff, and are    • a new alert engine for risk assessment;
The quality of data will increase even       sharing resources more than ever.          • a mitigation/workflow engine;
further once the use of WDM3 message                                                    • an entity management tool;
sets by traders to submit information        The new way of working is not just         • an addressing system;
becomes mandatory.                           confined to the New Zealand border.        • a federated search tool to search
                                             Closer ties have been established with       unstructured data;
Initially, NZCS has decided to target        many Customs administrations around        • a geospatial information system.
methamphetamine smugglers. For               the world, including Australia, Canada,

The Trade Single Window has
streamlined border clearance

                                                                                               Border Agency
                                                                                                  systems
                                                          TSW
                                                                                                    Customs
 Industry parties                 One                   Receive
                               electronic                                                   MPI Import Biosecurity
    Registration               message                  Validate                                MPI Import Food
         &                     standard                    
    Lodgements                                          Transfer                                  Maritime NZ
                              Connection
                                                                                             Port Health Officers
                               options
                                                        Respond
                                                                                            Other Agencies over time

                                                                                                                                     13
DOSSIER

     The completed Trade Single Window

                Industry                                                                          TSW                                Border Agencies

              Registrations                                                                  Registrations

                                                  Web User Interface
                                                                                                                                          Customs
                                                                                                                                            MPI
              Lodgements                                                                     Lodgements
           Import Declaration                                                                                                           Maritime NZ
                                                                                                                                        Port Health
           Export Declaration                                                                                                          Officers (MoH)
                                                                                                Receive
                 Excise
                                                                                                Validate
          Inward Cargo Report
          Advanced Notice of                                                                    Transfer
                                                     Direct Connection

               Arrival
          Advanced Notice of
              Departure

         Outward Cargo Report                                                                   Update
          Cargo Report Export                                                                                                      Other Govt Agencies
                                                                                                 Notify
                                                                                                                                   (information sharing)

     I am confident that these real time                                 a port or airline store, if they have not   In keeping with the approach taken prior
     tools will add huge value, and lead to                              been cleared already;                       to the release of any functionality in the
     positive outcomes and interventions at                                                                          JBMS project, NZCS has worked very
     the border.                                             • Electronic messages for industry to                   closely with industry during the various
                                                               report ship arrivals and departures.                  phases. We have done rigorous testing
     Single Window component prioritized                       As a result, New Zealand Ministry of                  with a select group of traders to ensure it
     Our TSW has been prioritized. A key                       Health officers will be able to access                works well for them, and to flush out any
     reason behind this decision is that, if we                the TSW to provide instructions to                    unexpected issues ahead of our ‘go-live.’
     want to maximize our R&I tools that                       ships about approvals to berth, and                   After the completed system is in place,
     are still to be implemented, we need                      Maritime New Zealand will also get                    we will then consult with industry on
     two years of rich TSW data, based on the                  fuller electronic data to manage its                  mandatory dates for all traders to adopt
     WDM3. We felt that it was important to                    safety and billing functions;                         the WDM3 message sets.
     get the information flowing first, so that
     the tools could do their job once they had              • Industry will be able to submit excise                So, it is a busy time for us here at
     been implemented. NZCS believes the                       lodgements directly into the TSW for                  NZCS, as we prepare to mark another
     richer WDM3 data will provide us with                     the first time, with minimal Customs                  milestone with the completion of our
     much better insight into border risk, and                 interaction. This will improve the                    TSW. It has not been easy at times, but
     lead to more targeted interventions.                      efficiency of the excise declaration                  it is definitely worth it. And, given that
                                                               process;                                              border modernization never really ends,
     In terms of the TSW, right now we are                                                                           I am excited to see where the next major
     making final preparations to launch the                 • Extending the ‘trader self-service’                   developments in border management
     completed system (for goods and craft) in                 capability introduced in March 2015,                  will take us.
     just a matter of weeks. As denoted in the                 which allows brokers and traders to
     illustrative diagram, the completed TSW                   manage how their staff use the system;                For more information on New Zealand’s
     features four new lodgements. It also has                                                                       TSW, please have a look at a presentation
     increased functionality across the system.              • Providing officers with full access to                we prepared for New Zealand Parliament
                                                               transactions in the TSW, so that they                 representatives in December 2016:
     The remaining TSW functionality will                      can help traders with any issues that                 https://vimeo.com/195691917.
     deliver the following:                                    they might have with their messages.
     • The Inward Cargo Report (the most
       complex message set) that includes                    More information
       the ability to electronically request                 www.customs.govt.nz/features/jointbordermanagement/Pages/default.aspx
       approval to move consignments out of                  Robert Lake, Counsellor, New Zealand Embassy in Belgium: robert.lake@customs.govt.nz

14
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DOSSIER

                                                                                                                                                  © Richard Kaby
     Mirror analysis, a risk analysis support tool
     for Customs administrations
     By Roger-Claver Victorien
                                                   World Bank (WB) and the International             Risk analysis
     Gnogoue,
     FINANCIAL SERVICES DIRECTOR, CÔTE D’IVOIRE
                                                   Monetary Fund (IMF) – is founded on               C u s t om s a c t ion h a s h a d t o b e
     CUSTOMS                                       six projects.                                     rationalized in response to increased
                                                                                                     volumes of trade in recent years.
     TWENTY-FIRST CENTURY CHALLENGES place         Its enforcement and anti-smuggling                Pre-clearance audits, which verif y
     demands upon Customs administrations          initiative forms part of the reform               the nature and value of goods before
     throughout the world, particularly in         process under Project 4. To reduce                importers or their representatives
     developing countries. Customs services        supply chain risks in matters of security         take possession of them, have had to
     must, therefore, be effective and efficient   and non-compliance with prevailing                be appropriately combined with post
     if they are to meet their revenue and trade   laws and regulations, Côte d’Ivoire               clearance audits (PCAs), which are
     facilitation targets, the achievement of      Customs has put a series of modern                carried out after goods are released or
     which requires substantial investment in      work ing methods and techniques                   cleared at the border, the aim being to
     reforms, modernization, and continued         in place to improve and develop its               control less but better.
     improvement.                                  risk management, and inspection,
                                                   i nve s t i g a t i on a n d e n fo rc e m e nt   Pre-clearance audit, carried out by
     Côte d’Ivoire Customs is aware of             capabilities. It has, in particular,              frontline services, involves a selection
     these challenges, and has introduced a        established a control and selectivity             of operations with a potentially high
     range of reforms to ensure its thorough       system based on risk analysis, and has            risk of fraud. Côte d’Ivoire Customs,
     modernization. It is now an exemplary,        introduced a simplified report procedure          with technical assistance from the
     up-to-date and high-performing service.       which computerizes declaration control            IMF Regional Technical Assistance
     The modernization programme driven            reports, thus creating a database of              Centre in West Africa (AFRITAC),
     by its development partners – the             Customs offences.                                 has introduced a risk analysis-based

16
WCO news N° 82 February 2017

                                               The pursuit of data quality is
                                               essential for a mirror analysis.
control and selectiv it y system to            Customs administrations                       Using the results of a mirror analysis
ensure this process. The system’s              must ensure this quality by                   The findings of any mirror analysis
performance over the previous 12                                                             lead to assumptions of fraud which
months was assessed in late 2015: 20%          collecting data from various                  must then be verified by investigations
of transactions covering around 70%            sources, particularly foreign                 in the field or, failing that, in-depth
of recognized fraud findings were                                                            document reviews. They point Customs
audited. Historically, less than 10% of        Customs administrations,                      administrations towards possible fraud,
declarations audited led to a finding          port authorities, exporting                   and make it possible to avoid sometimes
of fraud.                                                                                    cumbersome and costly investigations
                                               countries, and businesses.                    that may prove inconclusive and
PCAs, carried out by second-line                                                             fruitless.
services, are designed to ensure that
completed Customs operations have                                                            Côte d’Ivoire Customs issued 2,420
been properly conducted. This involves                                                       fraud reports in 2015. The offences
an in-depth analysis, both of declarations                                                   most commonly recorded by frontline
and of the attached import documents,                                                        services are false values, false goods and
and may cover the three financial years                                                      false weight declarations, which alone
preceding the audit. While sectors of                                                        account for 83.68% of total offences. The
activity and operators to be audited           The first case concerns a product that will   principal offences identified by second-
may be selected on the basis of a risk         be identified as tariff subheading “X1,”      line services are false value declarations
analysis, new methods are increasingly         which is mainly imported from an Asian        (29.83%), undeclared imports (17.23%),
recommended by the WCO, including              country. The 2014 import value declared       and false goods declarations (7.32%).
mirror analysis.                               for this subheading in the SYDAM is
                                               127.24 billion CFA francs, compared to a      The results of controls are recorded in the
By definition, mirror analysis is a            mirror value of 211.3 billion CFA francs,     simplified report, allowing operations
decision support tool designed to study        i.e. a negative difference of 84.10 billion   to be audited and control officers to
differences in a country’s foreign trade.      CFA francs. In addition, the prices           be assessed. To ensure that Customs
To that end, it analyses both import           declared at the Customs barrier are well      controls are increasingly effective, the
and export statistics. This technique is       below international prices (209 CFA           statistical services that conduct mirror
used to develop the capacity of Customs        francs/kg). Two particular operators          analyses must also cultivate close
administrations to identify possible           declare prices, which are significantly       relations with Customs control services,
irregularities, such as under-valuations,      atypical compared to average imports          and targeted products and origins must
incorrect classifications (tariff slippage),   of the same product.                          be regularly monitored during Customs
false declarations of origin, etc. In other                                                  clearance operations or PCAs.
words, the magnitude of the differences        The second concerns product “X2”.
may point Customs administrations to           While one country may have declared           In addition, the results of mirror analyses
fraudulent flows most commonly used            exports of this product to Côte d’Ivoire,     allow Customs statistics to be corrected.
over a period of time.                         the 2014 national Customs statistics          Statistical asymmetries are a very serious
                                               show a weak f low of such goods that          issue since they affect the reliability
Some results of mirror analyses and            year. This product attracted a tariff of      of the trade balance, the balance of
their interpretation                           20%. By contrast, a product in another        payments, and national accounts.
Mirror analysis has been used in Côte          subheading taxed at a lower rate, i.e.        Data reconciliation is necessary to
d’Ivoire to study 2014 data, the most          10%, which will be referred to as “Y2,”       improve the quality of the foreign trade
recent complete data available in the          accounted for a considerably greater          statistics that Customs administrations
United Nations Commodity Trade                 number of declarations over the same          are responsible for compiling in many
Statistics Database (UN COMTRADE).             period. In this particular case, this         countries.
This exercise highlighted significant          could represent a tariff slippage, leading
disparities between data taken from            to the avoidance of a proportion of the       Data quality and mirror analysis in
our SYDAM WORLD computerized                   Customs duties.                               perspective
Customs clearance system and data                                                            The pursuit of data quality is essential
stored in the UN database. These               The challenge is all the more significant     for a m i r ror a na ly sis . Cu stoms
differences involve several products,          because the introduction in 2015 of           administrations must ensure this
and are more substantial for Asian             the common external tariff of the             quality by collecting data from various
countries. Our attention was drawn to          Economic Community of West African            sources, particularly foreign Customs
two particular cases. Because of their         States (ECOWAS) brought about a               administrations, port authorities,
sensitive nature, information regarding        35% increase in the Customs duties on         exporting countries, and businesses.
Harmonized System (HS) headings or             product X2, which could lead to greater
the source countries of the products           revenue losses if corrective measures are     Many data accuracy problems have been
involved will not be disclosed.                not put in place.                             highlighted repeatedly during mirror

                                                                                                                                           17
DOSSIER

                                                                          analyses. These may be goods classification errors
     TRACABILITY                                                          by the country of origin, time lags between export
                             SECURITY                                     and import declarations, the “misallocation”
                                                                          of imports to a third country, or exchange rate
                                                                          volatility. These problems can be resolved largely
                                                                          through Customs cooperation.
                   CUSTOMS
                                                                          The WCO has drafted a model agreement on
                                                                          bilateral administrative assistance in traditional
                                                                          areas such as valuation, classification, and origin
      EDI HUB                                                             of goods, thus facilitating Customs cooperation
                              TRAINING                                    which is essential to any mirror analysis. In
                                                                          response to the differences identified by these
                                                                          analyses, a Customs administration must organize
                                                                          meetings with the administrations of the countries
                                                                          concerned in order to reconcile its data. This will
                                                                          allow goods to be monitored and traced from
                                                                          their place of production to the country of final
                                                                          destination.
         AT THE HEART                                                     It should be noted here that, under the Trade

     OF DEMATERIALISATION                                                 Support and Regional Integration Programme
                                                                          (PACIR), the European Union (EU) undertook
                                                                          to foster regional integration in the West African
                                                                          Economic and Monetary Union (WAEMU) by
                                                                          interconnecting Customs computer systems. This
                                                                          project includes a data exchange protocol enabling
                                                                          goods transit operations to be managed more
                                                                          effectively.

                                                                          It is also essential to ensure close cooperation
                                                                          between Customs administrations and businesses,
                       COACHING                                           in particular to initiate a dialogue on data
                                                                          reliability. The implementation of an authorized
     SOFTWARE                                                             economic operator (AEO) programme may
                                                                          be beneficial in this respect. In Côte d’Ivoire, a
                                                                          public-private partnership between Côte d’Ivoire
                                                                          Customs and the private sector was developed
                                                                          through the Observatoire pour la Célérité des
                                                                          Opérations de Dédouanement (OCOD)*, a body
                                                                          set up to streamline Customs clearance processes.
                       PERFORMANCE
                                                                          This cooperation, which has already produced
INTERNATIONAL                                                             useful results (particularly two studies of Customs
                                         Agence Linéal - 03 20 41 40 76

                                                                          release times, trade facilitation measures and
                                                                          appeals against Customs decisions), could
                                                                          represent a starting point for greater dialogue
                                                                          on data quality with certain trusted traders. In
                                                                          addition, the WCO’s decision to dedicate 2017
                                                                          to data analysis under the slogan “Data Analysis
                                                                          for Effective Border Management” is another
           A GALAXY OF SKILLS                                             opportunity to promote dialogue on the quality
                                                                          and use of Customs data.
       FOR A UNIVERSE OF SERVICES
                                                                          *Observatory for the Speed of Customs Clearance
                                                                          Operations

                                                                          More information
                                                                          gnogoue_roger@yahoo.fr

18
WCO news N° 82 February 2017

                                                                                                                                        © Singapore Customs
Data analysis in risk management:
Singapore Customs’ perspective
By Singapore Customs
                                           Data collection                               data against the relevant supporting
AS A PARTNER of business and a guardian    Data collection is the first step in          trade documents received.
of trade, Singapore Customs strives to     the data analysis process. Singapore
strike a fine balance between making       Customs obtains data from multiple data       A long w it h a na lysi ng h istor ica l
sure sufficient controls are in place      sources. Such sources of data include         data, Singapore Customs ‘scans the
to interdict illicit trade, and ensuring   information from Customs declarations,        environment’ to identify evolving trends
that legitimate trade continues to flow    other domestic agencies, commercially         and patterns, assesses their impact, and
unhindered. This requires Singapore        available databases, and open source          responds to threats and opportunities
Customs to be adept at data analysis,      information platforms. Information is         posed by them.
which strengthens enforcement and          also obtained from intelligence sources,
boosts compliance by the trading           of local origin and via international         Tools and methodologies
community.                                 collaborative efforts such as feeds from      Wit h t he adva ncements i n data
                                           the WCO Regional Intelligence Liaison         analytics, i.e. the pursuit of extracting
Accurate prof iling and targeting          Office (RILO).                                meaning from raw data using specialized
enhance the effectiveness of Singapore                                                   computer systems, Singapore Customs
Customs’ compliance checks. This           The collected data, which may be in a         has endeavoured to strengthen its data
also sends a clear message to would-be     structured or unstructured form, may          analytics capabilities by progressing
smugglers that despite the huge volume     not be fed into the same risk engine.         from descriptive analytics to the use of
of goods crossing the country’s borders,   Some of the data that has been collected      predictive analytics.
Singapore Customs remains highly           is used to substantiate an analysis.
capable in detecting illegitimate or       It is also important to ascertain the         De sc r ipt ive a na ly t ic s u se s d at a
fraudulent transactions.                   reliability and validity of collected data,   aggregation and data mining to provide
                                           which Singapore Customs does through          insight into the past and answers
                                           various means, including verifying the        the question: “What has happened?”

                                                                                                                                                              19
DOSSIER

                                                                 Data analysis

                                                                 n
                                                              io
                                                            ct
                                                           lle
                                                         co
     Predictive analytics, on the other                                                                   lower than the historical norm.

                                                                              es
                                                       a

                                                                           gi
                                                      at

                                                                           lo
                                                     D
     hand, uses statistical models                                                                         In addition, shipment details

                                                                       do
                                                                      ho
     and forecast techniques to                                                                             were found to be inconsistent

                                                                      et

                                                                                      g
                                                                                     in
                                                                   m
     understand the future and                                                                               w i t h a n i m p o r t e r ’s p a s t

                                                                                     et
                                                                  &

                                                                                 rg
                                                              ls

                                                                                                y
                                                                                ta
                                                              o
     answers the question: “What                                                                             bu si ness ac t iv it ies. T hese

                                                                                               nc
                                                           To

                                                                            ed

                                                                                               te
                                                                           as

                                                                                           pe
     could happen?”                                                                                          irregularities were assessed to

                                                                         -b

                                                                                          om
                                                                       sk
                                                                                                             fit the risk profile of historical

                                                                                      fc
                                                                      Ri

                                                                                     af
                                                                                     st
     To make sense of the data that                                                                         cases involving similar modus

                                                                                 g
                                                                                in
     it collects, Singapore Customs                                                                        operandi, providing off icers

                                                                                ld
                                                                            ui
                                                                           B
     leverages its data warehouse where                                                                   with enough just cause to target
     voluminous collected data is stored,                                                               the shipment for inspection, which
     such as shipment clearance times and                                                             led to the detection of duty-unpaid
     declaration-related information. Using                                                         cigarettes.
     data extraction tools, officers piece
     together information from different         The two critical factors                           Building staff competency
     data sources, and establish relationships                                                      Singapore Customs has a dedicated team
     and links. Through this approach, the       contributing to the success                        doing threat assessment on shipments
     officers are able to observe deviations,    of data analytics are the soft                     and producing reports on evolving trends
     and identify specific trends and patterns                                                      and patterns. The team comprises officers
     in the trading environment.                 knowledge of Singapore                             who are trained in diverse disciplines
                                                 Customs officers, as well as                       such as engineering, economics and
     Singapore Customs has a lso                                                                    social sciences. At the organizational
     implemented an anomaly-detection            the hard elements of data                          level, all Singapore Customs officers are
     business intelligence (BI) tool to flag     analytics tools.                                   taught to apply risk assessment in various
     shipments whose details fall out of the                                                        aspects of Customs' work. The officers are
     norm. On a real-time basis, the tool                                                           also subject to job rotations every 3 to 5
     risk-scores Customs declarations based                                                         years, enabling them to broaden their
     on pre-defined criteria and historical                                                         knowledge and experience, and build
     datasets in order to identify anomalies.                                                       up their risk assessment capabilities as
                                                                                                    a whole.
     Apart from identifying shipments that
     are out of the norm, Singapore Customs      computers to find hidden insights                  The ‘sof t k nowledge’ acquired by
     also analyses the similarities in Customs   without being explicitly programmed                Singapore Customs officers from data
     declarations. Customs declarations          to look for them, in order to further              analysis is critical in decision-making.
     which exhibit extreme similarities could    develop Customs’ predictive capabilities           Such knowledge is strongly associated
     be an indicator of rampant incorrect        in targeting.                                      with officers’ domain knowledge and
     declarations.                                                                                  experience. As such, the two critical
                                                 Risk-based targeting                               factors contributing to the success of
     As there are continual developments         By a na lyzing data, such as data                  data analytics are the soft knowledge
     in the area of data analytics, Customs      on historical shipment trends and                  of Singapore Customs officers, as well
     officers are required to keep abreast       modus operandi (MO), Singapore                     as the hard elements of data analytics
     of new technologies, and constantly         Customs officers are able to triangulate           tools.
     upgrade their knowledge. Singapore          irregularities that could, for example,
     Customs also actively engages other         suggest non-compliance, and use the                Singapore Customs officers performing
     government agencies and Customs             results to target suspicious shipments             data a na lysis a re prov ided w it h
     administrations to learn about their        for inspection. The outcome of these               comprehensive training so that they
     experiences and best practices in the       inspections also enriches the risk                 understand the rules and underlying
     application of data analytics for fraud     profiling capabilities of Singapore                theories of data. They are also given
     detection, as well as developments in       Customs.                                           hands-on experience in the enforcement
     data analytics capabilities.                                                                   and compliance aspects of Customs’
                                                 To illustrate: in a case involving the             work. Regular joint training sessions
     Moving forward, Singapore Customs           detection of duty-unpaid cigarettes,               with other Customs administrations
     is exploring ‘machine learning,’ i.e. a     Singapore Customs officers, through                and other domestic agencies are also
     method of data analysis that automates      data analysis, observed that the weight            conducted to enhance the officers’
     analytical model building and allows        of goods declared in a declaration was             competencies in data analytics.

20
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