NAMSOR DEEP LEARNING FOR MIGRATION ANALYTICS : … · 6/2/2016  · NamSor can enrich any...

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NAMSOR DEEP LEARNING FOR MIGRATION ANALYTICS : DECRYPTING IDENTITY IN SPACE AND TIME THROUGH PERSONAL NAMES, GEOGRAPHIC, SEMANTIC, SOCIAL GRAPH Elian CARSENAT, NamSor 1 2018-01

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Page 1: NAMSOR DEEP LEARNING FOR MIGRATION ANALYTICS : … · 6/2/2016  · NamSor can enrich any nominative data 5 2.Translitera-tion & Identification 3. Named Entity Extraction 1.Classifica-tion

NAMSOR DEEP LEARNING FOR MIGRATION ANALYTICS :

DECRYPTING IDENTITY IN SPACE AND TIME THROUGH

PERSONAL NAMES, GEOGRAPHIC, SEMANTIC, SOCIAL GRAPH

Elian CARSENAT, NamSor

1

2018-01

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Founder Bio2

Elian CARSENAT, a computer scientist trained at ENSIIE/INRIA, started his career at JP Morgan in Paris in 1997. He later worked as consultant and managed business & IT projects in London, Paris, Moscow and Shanghai.

In 2012, Elian created NamSor, a piece of sociolinguistics software to mine the 'Big Data' and better understand international flows of money, ideas and people.

http://fr.linkedin.com/in/eliancarsenat/en

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NamSor sorts Names3

Sorting according to a numerical score, allowing combining NamSor

with other algorithm (graph, semantics, predictive …)

Flexibility to learn new taxonomies (machine learn.)

Ease of integration (NamSor API, Java/Python SDK, ESRI,

RapidMiner, NationBuilder …)

Classification with various taxonomies

Gender (female/ male / unknown)

Script (LATIN, ARABIC, GUJARATI,...)

Origine (Country ex. France vs. Inde)

Region (ex. Gujarat vs. Andhra Pradesh)

Diaspora (ex. Indian Diaspora in US vs

Indian Diaspora in Mauricius)

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A global coverage -142+ countries4

DIMENSION CURRENT COVERAGE

SCRIPT (22) LATIN, ARABIC, CYRILLIC, ARMENIAN, BENGALI, DEVANAGARI, GEORGIAN,

GREEK, GUJARATI, GURMUKHI, HAN, HANGUL, HEBREW, HIRAGANA, KANNADA,

KATAKANA, MALAYALAM, MYANMAR, ORIYA, TAMIL, TELUGU, THAI

COUNTRY (142+) AE, AF, AL, AM, AO, AR, AT, AZ, BA, BD, BE, BF, BG, BH, BI, BJ, BN, BR, BT, BW, BY,

CA, CD, CF, CG, CH, CI, CL, CM, CN, CO, CR, CV, CY, CZ, DE, DK, DZ, EE, EG, ER, ES,

ET, FI, FJ, FR, GA, GB, GE, GH, GM, GN, GR, HK, HR, HT, HU, ID, IE, IL, IN, IQ, IR, IS,

IT, JO, JP, KE, KG, KH, KM, KP, KR, KW, KZ, LA, LB, LK, LR, LS, LT, LU, LV, LY, MA, MD,

ME, MG, MK, ML, MM, MN, MR, MU, MV, MW, MX, MY, MZ, NA, NE, NG, NL, NO,

NP, OM, PE, PH, PK, PL, PS, PT, QA, RO, RS, RU, RW, SA, SD, SE, SI, SK, SN, SO, SR,

SY, TD, TG, TH, TJ, TM, TN, TO, TR, TT, TW, TZ, UA, UG, US, UZ, VE, VN, YE, ZA, ZM,

ZW

COUNTRY/

REGION (15)

RU (80), IN (~30), FR (22), IT (17), LB (14), BF (13), CD (8), TR (7), ID (7), GB (4), ES

(17), ML (50), GN (8), CI (34), AF(16)

COUNTRY/

DIASPORA

US, CA, SG, GB, (EU)

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NamSor can enrich any nominative data5

2.Translitera-tion &

Identification

3. Named EntityExtraction

1.Classifica-tion

Indexing & Text Mining

Watch Lists/

Anti-Fraud/

Counter-Terrorism

Social Networks

Geo-demographics/

GEOINT

NamSor

Data Mining/

Predictive analytics

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Two complementary approaches

Optimized for global coverage : coding names to a large multi-class taxonomy (all countries / regions /ethnicities)

The only input is NAMES : not other information is required

Deep-learning capability to re-train models towards a focused research or a customized taxonomy (binary classifier, or just a few classes)

Name information is combined with other data(geographic, behavioural, semantic …)

6

NamSor CORE (Origin, Diaspora) NamSor ML

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NamSor Core :

Mapping Tunisian Diaspora

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NamSor ML :

Native Hawaiian Names - A Binary Classifier Example8

Nov 20, 2017 9:49:39 AM com.namsor.namsorml.us_hi.MLPNamSorHawaiiTrainer main

INFO:

Examples labeled as 0 classified by model as 0: 21857 times

Examples labeled as 0 classified by model as 1: 7731 times

Examples labeled as 1 classified by model as 0: 2194 times

Examples labeled as 1 classified by model as 1: 221318 times

==========================Scores========================================

# of classes: 2

Accuracy: 0.9608

Precision: 0.9375

Recall: 0.8644

F1 Score: 0.9781

========================================================================

Nov 20, 2017 9:49:39 AM com.namsor.namsorml.us_hi.MLPNamSorHawaiiTrainer main

INFO: ****************Example finished********************

Multi-cultural names : NHawaiian, Filipino, Japanese, Anglo-Saxon …

MITCHELL KEANULUAIKALANI KALUHIWA

SHANNON LOKAHI YURONG ESTOCADO

DUSTIN MASAO KEOLA IWABUCHI …

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9

NamSor use cases

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Mining 3M twitter names to map DiasporasWho are they, where are they and what are they doing?

10

Source: Twitter

Source: Twitter

Visualization : CartoDB

Data Mining: NamSor

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Flow view – who travels where? 11

Source Target Type Id Onoma Weight

United Kingdom France Directed 16 Great Britain 37

Spain France Directed 55 Spain 14

United States France Directed 75 Great Britain 12

Turkey France Directed 79 Turkey 11

Brazil France Directed 87 Portugal 10

United Kingdom France Directed 112 Ireland 9

Italy France Directed 152 Italy 7

Switzerland France Directed 226 France 5

Belgium France Directed 247 France 5

United Kingdom France Directed 258 France 5

Mexico France Directed 287 Spain 4

Ireland France Directed 317 Great Britain 4

United Kingdom France Directed 333 Italy 4

United States France Directed 375 France 4

Source: Twitter

Visualization : Gephi

Data Mining: NamSor

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Mapping Talents in Cancer Research(in collaboration with French INSERM)

12

Thomson Reuters WebOfScience (6 countries, 250k scientists, 50k papers)

“Analysts uncovered amazing patterns in the way scientists’ names correlate with whom they publish, and who

they cite in their papers - not just in case of a particular country, but globally. Tania Vichnevskaia of the French

National Institute for Health (INSERM) presented the paper ‘Applying onomastics to scientometrics‘ at IREG

International symposium 2015 organised by University of Maribor and Shanghai Jiao Tong University. The

paper was prepared jointly with NamSor, a private start-up company specialized in mapping international

Diasporas.”

Source: WoS; Data Mining: INSERM with NamSor

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Cancer Research in Poland and SloveniaExamining the ‘brain drain’

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In the Polish Corpus, we look at co-

authors with Polish names, affiliated

abroad.

Top countries:

1. US,

2. Great-Britain,

3. Germany.

In the Slovenian Corpus, we look at co-

authors with Slovenian names,

affiliated abroad.

Top countries:

1. Great-Britain,

2. US,

3. Germany.

Source: WoS; Data Mining: INSERM with NamSor

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“Incredible India” – 1.2 BN PeopleIndian onomastics by State/Union Territory

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Names in LATIN, BENGALI, DEVANAGARI, GUJARATI, GURMUKHI, KANNADA, MALAYALAM,

ORIYA, TAMIL, TELUGU, ARABIC

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ASSAM: Karbi Anglong, within districtInter-caste marriages ?

15

output Input Input

clusterId clusterParentId Firstname LastName parent is FirstParentLastParent

L25354:253L64958:2797 A¡à[\ ¹ ¹ }[ššã husband ¤àl¡ü[W¡³ [W¡}>à¹L47490:1593L64958:2797 ¤àK[¹ [W¡}>๠father ¤àl¡ü[W¡³ [W¡}>à¹L28582:1209L47490:1593 [³>à Òü}[t ¡šã husband ¤àK[¹ [W¡}>à¹L23643:669L35593:510 ™åKƒ}à [W¡}>๚ã father ¤ài¡[W¡³ [W¡}>à¹L23643:669L35593:510 ³à>àÒü [W¡}>๚ã father ¤ài¡[W¡³ [W¡}>à¹L47490:1593L35593:510 W¡àì=¢ [W¡}>๠father Wå¡ì¤ [W¡}>à¹L23643:669L35593:510 A¡àì¹ t ¡àì¹ ïšã husband Wå¡ì¤ [W¡}>à¹L35593:510L47490:1593 [ƒ[º š [W¡}>๠father W¡àì¤ [W¡}>à¹L23643:669L47490:1593 [¹>à [W¡}>๚ã father W¡àì¤ [W¡}>à¹parent is husband

Count of se ria l Column Labe ls

Row Labe ls L47490:1593 L116370:3612 L54332:2031 L184096:2297 L35593:510 L168871:1819 L135664:4438 L51271:837

L23643:669 6931 84 5099 15 2069 28 791 1924

L151415:3559 18 212 11 6446 19 1217 55 6

L28582:1209 5132 68 3565 10 1494 17 592 1323

L116370:3612 66 10283 38 72 40 321 137 29

L9839:442 2491 60 1851 9 774 11 321 660

L168871:1819 7 263 6 361 8 2730 24 4

L23642:141 1198 8 822 2 375 4 156 332

L25354:253 1181 12 932 375 7 100 323

L135664:4438 20 154 5 22 19 44 2212 3

L87032:1210 11 315 13 51 14 141 37 9

L90333:3644 3 204 2 31 190 5

L184096:2297 13 1735 3 84 11 1

L87031:697 4 136 4 12 3 137 4 5

L14495:131 614 10 432 167 4 68 163

L63724:1422 17 83 10 34 34 28 96 6

L98994:891 31 161 46 21 19 59 21 5

ASSAM: Karbi Anlong district

names clusteredL116370:3612L23643:669L151415:3559L47490:1593L28582:1209L54332:2031L184096:2297L168871:1819L9839:442L135664:4438L87032:1210L90333:3644L35593:510L51271:837L63724:1422L154797:1168L64959:1796L23642:141L87031:697L6536:295L98994:891L25354:253L64958:2797L30570:2614L90334:1189L95839:287L100510:366L121390:783Other

Source: Voters List; Data Mining: NamSor

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Boston geo-demographics 1/2

16

Source: Boston Voters List ; Visualization : ESRI ; Data Mining: NamSor

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Boston geo-demographics 2/2

17

Source: Boston Voters List

Visualization : ESRI

Data Mining: NamSor

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Breaking down ‘White’ and ‘Asian’ into

Portuguese, Spanish, Italian, India, Pakistan, China, ...18

Source: Boston Voters List

Visualization : ESRI

Data Mining: NamSor

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PATENT DATABASES

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US AID PROJECT

20dateextract linkedinurl parentseed fullname titlename orgname locality languages connections descriptor profilesummary experience organizations volunteering projects education awards skills recommandations groups publications score UA links titlename2orgname3locality2 languages3connections4descriptor5profilesummary6experience7organizations8volunteering9projects10education11awards12 skills13 recommandations14groups15 publications16usOrCanada?TOT

06/02/2016 https://www.linkedin.com/in/vyacheslav-dubchenko-211850b0https://www.linkedin.com/in/alexandr-onischenko-b59b1871Vyacheslav Dubchenko Unemployed Winnipeg, Manitoba, Canada Russian,Ukrainian,English,68 connections Winnipeg, Manitoba, CanadaSummary Summary - Creative, hardworking and reliable worker - Strong oral communicator, very organized and quick learner, good English Agronomical Skills - More than 15 years in agriculture, including the position of Сhief Agronomist in several Ukrainian leading agricultural organizations - Deep knowledge about different types of soil, fertilizers and different methods of crop protection - Proficient in all types of agricultural equipment - Got advantage of experience working with ornamental plants Leadership skills - Possess high energy level and excellent communication skills, ability to organise work well - Had up to 137 people in my subordinationExperience Manager of engineering and park department Sanatorium for parents with children «Chernomorets» October 2012 – November 2015 (3 years 2 months) Coordinated the development of various landscaping projects on the site, maintained public use park area and beach side, managed the teams of turf professionals, park staff, constructors, plumbers, drivers and tractor operators. Controlled of obligations by contract companies, managed budgets, scheduled jobs, daily communicated with engineers and architects Chief Agronomist Dontechpostach October 2007 – October 2012 (5 years 1 month) • Collection and analysis of data and specimens of plant cuttings, seeds, soils and ground waters; • Carrying out investigation of plants for infections by pests and diseases; • Designing measures to combat pests and plant diseases; • Identification of weeds and working out methods to combat them; • Elaborating and introducing measures aimed at increasing soil fertility and improvement of soil structure; • Providing consultationVolunteer Experience & Causes Opportunities Vyacheslav is looking for: Skills-based volunteering (pro bono consulting)Education Donskoy State Agrarian University "Agronomy", M. Sc Degree, Agronomy and Crop Science 1991 – 1999 Activities and Societies: Debate teem, wrestling, beekeepingSkills Agriculture Agribusiness Landscaping Landscape Maintenance Landscape Management Horticulture Turf Management Synthetic Turf Agronomy Management Team Management Project Management Irrigation Irrigation ManagementGroups Agricultural Job opportunities: North America Agricultural Job opportunities: Australia and Oceania Precision Agriculture (2115528) Теплицы и технологии. GreenTalk.ru Fertigation Network Agricultural Job opportunities View Vyacheslav’s full profile to... See who you know in common Get introduced Contact Vyacheslav directlyView Vyacheslav's Full Profile4.200801 9 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 x 16.2008

06/02/2016 https://www.linkedin.com/in/viktoriia-osmak-41908126https://www.linkedin.com/in/rodion-vakulovskyi-4a403292Viktoriia Osmak Certified Salesforce Developer Freelancer Bakersfield, California English,Russian,Ukrainian,323 connectionsBakersfield, CaliforniaSummary Summary experience time : 7 years SalesForce (more then 3 years): APEX, SOQL,SSQL, customize application, VisualForce, Triggers, etc. PHP: (procedural / OOP). Modules: xml parsing, Simple XML, XSLT transformation, image processing (gd), etc. Javascript: procedural / OOP, Ajax, browser independense (crossbrowsering), JSON, jQuery(base level) XML: XML/XSLT transformation, MYSQL: database design, optimization, unions, Sub/inner selects, Key/Indexes, Fulltext search indexes, triggers, stored procedures/functions. OOP & Application architecture: knowledge OOP; English: Advanced Specialties: Salesforce MVC, Apex, VisualForce, SOQL, SSQL,Triggers, Workflows, Security Model, Force com IDE (Eclipse) PHP; XML, XSLT; HTML, CSS, Javascript, jQuery; small experience in Perl and Java; OOP, SQL; unit testing;Experience Certified Salesforce Developer Freelancer July 2014 – Present (1 year 8 months) Lead SalesForce Developer Skelia Ukraine December 2012 – Present (3 years 3 months) Project Title: "Thomas Cook" Creating UIs and integration processes using: Apex, VisualForce, SOQL, SSQL, Triggers, WebServices, EmailServices… Collaborating with a business management team and other developer team Certified Salesforce Developer Silverline December 2009 – December 2012 (3 years 1 month) Customization Salesforce.com CRM system: Salesforce MVC, Apex, VisualForce, SOQL, SSQL, Triggers, Workflows, Security Model Certified Force.com Developer Dynamo Development November 2009 – December 2012 (3 years 2 months) Force.com Developer Certification (Dev-401) Architecture of the SF Object model for different projects Salesforce MVC, Apex, VisualForce, SOQL, SSQL, Triggers, Security Model, Chatter Collaborated with a software developers team PHP developer Dynamo Development September 2007 – November 2009 (2 years 3 months) Websites aEducation Kyiv National Taras Shevchenko University Master's degree: Master of Social Informatics; Lecture of Mathematics and Informatics, Programming, Computer Science, Social Informatics, Diploma with honours 2001 – 2003 Kyiv National Taras Shevchenko University Bachelor's Degree: Bachelor of Applied Mathematics, Mathematics and Computer Science, Diploma with honours 1997 – 2001 Ukrainian Physics and Mathematics Lyceum Full Secondary Education, Physics and Mathematics, Full Secondary Education Sertificate 1994 – 1997Skills MVC Salesforce.com Force.com Apex Programming Visualforce Pages SFDC Database Triggers SOQL Unit Testing OOP PHP XML XSLT CSS HTML See 9+ AJAX SQL MySQL JavaScript jQuery JSON Database Design Eclipse Java See lessRecommendations A preview of what LinkedIn members have to say about Viktoriia: Together with Viktoriia we were able to manage, create and stabilize the model and the services within the Saleforce System in a distributed work environment (Ukrain - Belgium). She was able to take over the Saleforce development with a global analytic view in a way the projects within Thomas Cook where provided by the needed functionality. She has a good knowledge to work in an agile environment (SCRUM) and knew how to combine production issues with project goals that are set by the customer. It was a pleasure of working with her!See moreSee less Vika is a hardworking, dedicated individual who always ensures her tasks are done to the highest standard both quickly and efficiently. Vika took over the Salesforce development for Thomas Cook Belgium and was able master all the specific needs for us very quickly. I would whole heartedly recommend her to look after you and your business. You will not be disappointed.See moreSee lessSignGroups Ukrainian Physics and Mathematics Lyceum The Salesforce Developer Group Salesforce Interview Questions Salesforce Professionals Salesforce.com UK & Europe (1800+ members) Salesforce Data Quality Forum Salesforce.com Freelancing See 7 more Salesforce Jobs in USA Force.com apex developers group Salesforce Developers - Official Group Salesforce.com Ukrainian Professional Network Salesforce.com (SFDC) Jobs Salesforce developers/contractors Salesforce Developers,Contractors,Freelancers See less View Viktoriia’s full profile to... See who you know in common Get introduced Contact Viktoriia directlyView Viktoriia's Full Profile0.603375 10 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 0 x 15.60338

07/02/2016 https://ca.linkedin.com/in/yuriy-diakunchak-6a3bb61 Yuriy Diakunchak Director of Marketing at Ukrainian Credit Union LimitedUkrainian Credit Union LimitedToronto, Canada Area English,Ukrainian, 500+ connectionsToronto, Canada AreaSummary Experienced marketing manager. Focused on branding and brand management, executing programs and campaigns targeted at building brand exposure. More recently, have been immersing myself in various aspects of on-line and social media marketing and Google AdWord marketing. Learning a lot about how to improve both the number and quality of visitors to our web site as well as how to tie it all back to our sales funnel.Experience Director of Marketing Ukrainian Credit Union Limited August 2010 – Present (5 years 7 months) Heading up the marketing department. Reporting to the COO Manager, Web and Creative Services Platform Computing October 2009 – July 2010 (10 months) Manage team consisting of web master and graphic designer as well as contractors supplying design, writing and multi-media services. the team develops and produces marketing collateral, web content and implements online marketing initiatives including social media and Google advertising. Marketing Writer Platform Computing 2007 – April 2010 (3 years) Owner Creative Quotient Inc. April 2003 – November 2007 (4 years 8 months) Led a boutique design studio. Developed strategic branding and communications material for clients. Acted as chief evangelist and sales person. Manager, Public Relations / Manager Customer Relations Hummingbird Ltd. December 2000 – April 2003 (2 years 5 months) Marketing Writer Hummingbird July 2000 – April 2003 (2 years 10 months) First poOrganizations KUMF Art Gallery Director Starting March 2013 Member of Board of Directors of KUMF Art Gallery (Ukrainian Canadian Art Foundation), currently responsible for member communications. Ukrainian Canadian Professional and Business Assocation - Toronto Branch Director Starting January 2014 UCPBA is an organization that brings together businesses and professionals of Ukrainian background in Toronto for various networking events including IT Networking, Small Business Networking and Student Mentorship/Networking. Ukrainian Canadian Social Services - Toronto Branch Director Starting March 2015 The organization provides services for immigrants, the elderly and those needing support in the community.Volunteer Experience & Causes Causes Yuriy cares about: Arts and Culture Civil Rights and Social Action PoliticsEducation M.M. Robinson McMaster University BComm, Marketing, Finance Pragmatic Marketing , Product Marketing Course Ryerson University Bachelor of Journalism (Post-Graduate - Equivalent of MA), JournalismSkills Product Management Marketing Automation Brand Management Product Marketing Demand Generation Multi-channel Marketing Marketing SEO Social Media Marketing Program Management Competitive Analysis Analytics Corporate Communications Cloud Computing Leadership See 9+ Public Relations Strategy Social Media Team Leadership Management Online Marketing Strategic Planning Marketing Strategy Advertising See lessRecommendations A preview of what LinkedIn members have to say about Yuriy: I had the pleasure of working with Yuriy since 2006 on various video projects for Ukrainian Credit Union and Platform Computing. Yuriy is very professional, fair, clear in communicating his ideas and always enjoyable to work with. I strongly recommend Yuriy to anyone who needs a capable, creative and experienced marketing professional.See moreSee less I had the pleasure of working with Yuriy for the past 2 years. He developed several piece of content for partner marketing. He was quick, efficient, creative and had a complete understanding of the technology which is quite complex. He never hesitated to roll up his sleeves to get a job done. It is an asset to any organization.See moreSee lessSign up to see who recommended YuriyGroups Markian Silecky Real Estate - Babiak Team Royal LePage Real Estate Services Ltd, Brokerage Cloud Computing Taxonomy & Information Management John4Ward3 Marketing And Research: Need of the hour UCPBA Toronto View Yuriy’s full profile to... See who you know in common Get introduced Contact Yuriy directlyView Yuriy's Full Profile2.368793 7 1 1 0 1 0 0 0 1 1 0 0 0 0 0 1 0 0 x 15.36879

05/02/2016 https://www.linkedin.com/in/svitlanakozhushko https://www.linkedin.com/in/viktoria-tymoshenko-91394417Svitlana (Bilyk) Kozhushko Director - Transfer Pricing and International Tax Services at PricewaterhouseCoopers LLP, USAPricewaterhouseCoopers LLP, USANew York, New York Russian,Ukrainian,English,German,500+ connectionsNew York, New YorkSummary I have 19 years of experience with PwC advising multinational and Ukrainian clients on various Ukrainian corporate and individual tax issues, international tax matters, application of double taxation treaties, transfer pricing issues, tax planning and tax compliance matters. My recent experience includes: • Corporate restructuring projects, including pre-sale restructuring • Tax services relating to IPO / Eurobonds issuance • Structuring of ownership and management of assets abroad • Design and implementation of foreign trading, financing and IP structures • Personal holding vehicles for ownership and protection of personal assets • Tax aspects of M&A transactions, JV structuring • Transfer pricing compliance issues, transfer pricing diagnostics, developing transfer pricing policy • Direct responsibility for managing a portfolio of large multinational and local clients of the firm. Over 2012-2013 I worked in the International Taxation and Transfer Pricing Services department with PwC Moscow. From NoveExperience Director -Transfer Pricing and International Tax Services PricewaterhouseCoopers LLP, USA November 2014 – Present (1 year 4 months) Board Member International Fiscal Association, Ukrainian branch February 2014 – February 2015 (1 year 1 month) Tax Director, Tax & Legal Services PricewaterhouseCoopers Ukraine March 2013 – October 2014 (1 year 8 months) • Corporate restructuring projects, including pre-sale restructuring • Tax aspects of M&A transactions, JV structuring • Structuring of ownership and management of assets abroad • Design and implementation of foreign trading, financing and IP structures • Tax services relating to IPO / Eurobonds issuance • Advising clients on development of transfer pricing policy, TP compliance issues, TP risks diagnostics, benchmarking studies • Tax consultancy to domestic and multinational companies operating in Ukraine in connection with their domestic and cross-border transactions • Personal holding vehicles for ownership and protection of personal assets • DeliveVolunteer Experience & Causes Causes Svitlana cares about: Arts and Culture Children Education Environment HealthEducation Kyiv State Economics University Master of Business Administration (MBA), Financial Management 1996 – 1997 Kyiv State Polytechnics University Engineer-Mechanic-Analyst, Dynamics and Strength of Machines 1987 – 1992Skills International Tax Corporate Tax Tax Law Tax Tax Advisory Transfer Pricing Tax Accounting Cross-border Transactions Income Tax Due Diligence Big 4 Mergers IFRS Accounting Mergers & Acquisitions See 11+ IPO Restructuring Financial Modeling Corporate Law Finance Financial Structuring US GAAP Internal Controls Joint Ventures VAT Indirect Taxation See lessRecommendations A preview of what LinkedIn members have to say about Svitlana: I had a pleasure and honor to work with Svetlana on a number of tax projects in Ukraine and was very happy with the services provided. I will gladly recommend Svetlana as a tax advisor for Ukranian and international tax matters.See moreSee lessSign up to see who recommended SvitlanaGroups ECJ Leading Cases Business Events and News in Ukraine International tax planning professionals International Tax Review View Svitlana’s full profile to... See who you know in common Get introduced Contact Svitlana directlyView Svitlana's Full Profile3.272521 7 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 1 0 x 15.27252

06/02/2016 https://www.linkedin.com/in/sergiilytvynenko https://www.linkedin.com/in/sergey-timoshenko-b6786086Sergii Lytvynenko Business Development Manager at MGID Inc. Santa Monica, California English,Ukrainian,Russian,French,279 connectionsSanta Monica, CaliforniaSummary - Providing you with the most attractive content which will directly result in the highest re-circulation click-through rates. Always native, always publishing the right ad, to the right visitor, at the right time, - Turning all your GEOs into money makers - desktop, mobile, tablet; - Relevant content integrated into user's natural activity stream; - Generating for you significant daily monthly revenue; - creating a customized ad unit based on publisher's wants and needs to best fit the website design; - 24 7 support on all technical design revenue related issues. - Collaborating with content development, sales and technical team to provide the Publishers with fully managed campaigns and reach their primary marketing goals. Specialties: media buying, creative marketing, market research, branding/logo design, web promotion, company analysis, public speaking, research writing.Experience Research Writer 4writers Research Group August 2014 – May 2015 (10 months)Ukraine Compose Business, Marketing and General Economics research papers. Sales school ZEO Alliance 2015 – 2015 (less than a year) Marketing Manager TM Design December 2013 – September 2014 (10 months)Ukraine Conducted market research concerning different types of decor products (competitor analysis, customer analysis, product/service evaluation etc.); Developed creative advertising materials for the company’s Website and Showroom; Prepared product promotion scripts for B2B and B2C sales managers. Internship Raiffeisen Bank Aval June 2013 – October 2013 (5 months) Work at the department of multinational corporate clients. Preparing documents for bank procedures and customer accounts; Performed company and industry analyses; Assisted foreign speaking clients with document preparation.Organizations Toastmasters Speaker April 2011 – March 2012 Member of an international leader development organization, represented in Ukraine by "Art Talkers Club"Volunteer Experience & Causes Interpreter New Life Church February 2013 – Present (3 years 1 month)Civil Rights and Social Action Performed simultaneous UA - EN and RU - EN translations during Sunday sermons. Volunteer work. Causes Sergii cares about: Children Civil Rights and Social Action Economic Empowerment Education Health Human Rights Politics Poverty AlleviationEducation Kyiv National Taras Shevchenko University Master of Business Administration (M.B.A.), Business Administration and Management, General, GPA 5 out of 5 2012 – 2014 International Christian University - Kyiv Bachelor's Degree, International Economics, GPA 3.4 out of 4 2008 – 2012Honors & Awards 1st place in "Golden Compass" contest VII International Student's Advertising & PR Contest "Golden Compass" April 2014 Team member of the project "Virtual closet" 1st places in "Advertising" and "Start Up" nominations. 2nd place in "Retail New Wave 2013" contest VI National Annual Innovations Contest in the retail industry "Retail New Wave 2013" (Moscow) September 2013 Team member of the project “DICSI: the concept of promotion in social networks”: 2nd place in general contest “Retail New Wave 2013”; 1st place in “Best presentation” nomination.Skills Creative Marketer Market Research Strategic Thinking Social Media Marketing Conference Speaking Leadership Creative Writing Simultaneous Interpretation Microsoft Office Microsoft Excel Microsoft Word PowerPoint Photoshop Logo Design Research See 8+ SPSS Ukrainian to English Russian to English Media Buying Analysis Advertising Digital Marketing Marketing See lessView Sergii’s full profile to... See who you know in common Get introduced Contact Sergii directlyView Sergii's Full Profile Not the Sergii you’re looking for? View more4.174871 7 0 0 0 1 0 0 0 1 1 0 0 0 0 1 0 0 0 x 15.17487

08/02/2016 https://be.linkedin.com/in/vbondarchuk https://be.linkedin.com/in/viktoriamudrakVitalii Bondarchuk Business Development Director at RademadeRademade Greater New York City Area English,Russian,Ukrainian,German,French,500+ connectionsGreater New York City AreaSummary 4 years of experience of B2B sales within international environment. I’ve got great experience of public speaking, team management and sales. My main interest is to develop new businesses globally. Specialties: - Negotiation - Strategy - Sales - Management - Employee Engagement - Compensation and Benefits AnalysisExperience Business Development Director Rademade October 2014 – Present (1 year 5 months) Rademade is a team of professionals that has the ability to actualize your internet project and application ideas. We pride ourselves on the quality of our SaaS projects which we have been actively developing throughout our years on the IT market. Rademade guarantees satisfaction by providing support at every step of bringing your ideas to life. We provide: - Consulting services - Design - Development - Support Business Development Manager CyberVision, Inc. July 2014 – October 2014 (4 months) An IT services company specializing in Big Data, Mobility, Telecom, IoT and Embedded system development. Account Manager iTwice March 2014 – July 2014 (5 months) iTwice is innovative software development company with focus on mobile solutions. Responsibilities: - acquisition and development of partners Consultant – Account Manager Hay Group December 2011 – December 2013 (2 years 1 month) Responsibilities: - acquisition and developmEducation Kyiv National Economics University Master, Management 2009 – 2010 Certificate with distinction Activities and Societies: Member of AIESEC, Head of Tennis team of the University, Head of the group, Took part in a lot of business games: Business Battle, Reveal by L'oreal, AceManager by BNPParibasSkills Team Leadership Talent Management Sales Management Management Consulting HR Consulting Project Coordination Account Management Market Research Internet Time Management Microsoft Office Employee Benefits Sales Presentations Coaching Corel Draw See 22+ Pinnacle Studio Marketing Communications Organizational Development Public Speaking Sales Operations Social Media Marketing Recruiting 1С Accounting Linux Computer h Adobe Photoshop Sales Support Driving Customer Presentations Information Management Employee Engagement Compensation and Benefits Management Strategy Team Management Leadership Business Development See lessRecommendations A preview of what LinkedIn members have to say about Vitalii: I worked with Vitalii in the same department at Cybervision. Upon meeting and getting to know Vitalii, it was clear that he is a sharp, ambitious and entrepreneurial young man. He is a true asset to any team of professionals that he joins. Throughout his time at Cybervision, Vitalii engaged in various activities which included: business development, marketing and organizational tasks. With his extensive expertise in the field, Vitalii is able to network and communicate with others in a fantastic manner in addition to providing business value for all parties involved. His dedication to work and excellence ensures the success of any given project, he's not a 9-5 worker, but an employee that is not done until the product exceeds all expectations. I highly recommend Vitalii to any team of professionals that are looking for innovative and truly dedicated employees. See moreSee less Despite the fact, that Vitalii has been working at our cGroups KNEU alumni M2M and IoT (Internet of Things) Communication Mobile start-ups - 10,000+ members and growing! Lean In Community ТСН I am an AIESECer StartupLab - Friends & Family See 7 more Information Security Community Silicon Valley NewTech Node.JS Sales Bomb Hadoop Users Online Lead Generation Ukrainian software developers See less View Vitalii’s full profile to... See who you know in common Get introduced Contact Vitalii directlyView Vitalii's Full Profile4.142169 9 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 x 15.14217

05/02/2016 https://www.linkedin.com/in/yevhen-nesin-6141a139 https://www.linkedin.com/in/stanislav-sheliakin-8a81495bYevhen Nesin Research Lead Other English,Ukrainian,Russian,Polish,500+ connectionsOther Experience Management Trainee (Trading Terms Specialist at Sales Opertations Department) Mars April 2014 – March 2015 (1 year)Ukraine * Trading Terms Implementation * Trade Expenditures Budgeting * Distributors audit * Sales projects management More information in Ukrainian about Management Trainee (LDP) program: http://mars-graduates.com.ua/leadership-development-program_page2.html Marketing for Chocolate Segment Intern Mars February 2014 – April 2014 (3 months) * BTC branding project management * Analytics * Market data mining * Trade equipment development International Project Manager Integrites September 2013 – February 2014 (6 months) • Primary and secondary sales through direct sales, phone calls and meetings with international and Ukrainian companies management • Contracts signing and their implementation control • Customer relations developing Real Estate Advisory Department Intern EY November 2012 – February 2013 (4 months)Ukraine * Market data search and analysis * Assisting managers with preparing Organizations Scientific Association of Students and Postgraduates of Taras Shevchenko National University of Kyiv 2012 – 2013 More than 50 subordinate students in the team, participation in 4 conferences. Management of organization and development of different projects such as conferences, lectures, trainings, intellectual games and bulletin of the association publishing. Generation 2020 Starting October 2011 A youth organization based in Kyiv, Ukraine aimed on bringing together young people with sufficient record in social, political, or professional sphere, developing professional and personal skills, and providing a platform for discussion on current issues. Young Generation Will Change Ukraine Starting March 2014 The aim of the Association is to encourage and gather young professionals to start peaceful transformation processes in Ukraine. The Association is: a community of supporters; platform to exchange experts opinions; source to create innovative ideas and concepts; place to shape real leaders, new Volunteer Experience & Causes Opportunities Yevhen is looking for: Skills-based volunteering (pro bono consulting) Causes Yevhen cares about: Economic Empowerment Environment HealthEducation Kyiv National Taras Shevchenko University Master’s Degree, Economics 2009 – 2015 Activities and Societies: Scientific Association of Students and Postgraduates Legislation Institute of the Verkhovna Rada of Ukraine 2012 – 2013Skills Financial Modeling Emerging Markets Equity Research Investment Management Investments Investment Banking Valuation Capital Markets Asset Managment Trading Sales Operations Sales Microsoft Excel Sales Management Distribution See 21+ People Management International Sales Equity Valuation Marketing FMCG Leadership Equities Analysis Financial Analysis Economics Business Strategy Management New Business Development Business Development Business Relations Presentations Sales Presentations Customer Service Customer Satisfaction Customer Relations CSAT See lessGroups Fryday Business Events and News in Ukraine MARS РФ и СНГ: вакансии и возможности развития Fryday Kyiv View Yevhen’s full profile to... See who you know in common Get introduced Contact Yevhen directlyView Yevhen's Full Profile1.098148 9 0 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1 0 x 15.09815

11/02/2016 https://www.linkedin.com/in/yuriygnatyuk Yuriy Gnatyuk CBO at KindGeek KindGeek San Francisco Bay Area English,Ukrainian,Russian,500+ connectionsSan Francisco Bay AreaSummary What about passion? Passion is not just something you do, or accomplish, passion is who you really are. Making a better, yourself is the same as making better the world. Practice makes perfect. Just Try. Don't hesitate to contact me. Let's share ideas and find a solution to make the world a better.Experience CBO KindGeek May 2014 – Present (1 year 10 months) KindGeek is a company of ambitious technology professionals. Our main idea is really simple - to help people, entrepreneurs and companies with technology aspects of their projects. We give them the opportunity to focus on the business while we do what we do best - amazing software development. We are a people oriented company. We believe that the only way to achieve outstanding results is to do the right things with the right people. The manifesto of our company contains principles such as trust, transparency, team spirit, quality, sense of beauty, health and social responsibility. You can find more information on our website http://kindgeek.com or email us at [email protected] Focus on your Business. We’ll take care of your development! Let's rock together! Partnerships Manager Cbsystematics Development December 2014 – February 2015 (3 months) Cbsystematics Development is a professional software development company, based in Ukraine, that providesVolunteer Experience & CausesProjects STATR Analytics Starting March 2014 Team members: Yuriy Gnatyuk, Anton Skrypnyk, Oleg PankivEducation National University 'Ivan Franko' , Lviv 2009 – 2014 Activities and Societies: Journalist Marketing Sales London House, Westgate-On-Sea Kent, UK 2008 – 2009Skills Start-ups Product Management Product Marketing E-commerce Business Development Online Marketing Mobile Applications B2B Marketing iOS Web Analytics SEO PHP Google Analytics C# Social Media Marketing HTML Lead Generation Email Marketing PromotionsGroups Outsourcing Network - BPO, SSC, ITO (German, English) Mobile Phone Developer Jobs Developer Tech - HTML5, Android, iOS, Windows, Java, BlackBerry, Developers Angel Investment Network Nearshore Nexus: A Buyer's Guide to the New Axis of Outsourcing Alternative Financing and Fund Raising Web Design and Development See 7 more Doing Business in Ukraine Mobile Game Developers Social Media Marketing CyberBionic Systematics Contract Software Engineer Jobs UK TechCrunch Shared Outsourcing / Offshoring Projects See less View Yuriy’s full profile to... See who you know in common Get introduced Contact Yuriy directlyView Yuriy's Full Profile Not the Yuriy you’re looking for? View morePublished by YuriySee more Startups Best Friend March 13, 20153.963397 8 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 x 14.9634

06/02/2016 https://www.linkedin.com/in/oleksandra-mykolaichuk-a86675b7https://www.linkedin.com/in/khrystyna-khariv-0aa77ab7Oleksandra Mykolaichuk Researcher Forte Group Inc. Chicago, Illinois Ukrainian,Russian,English,German,99 connections Chicago, IllinoisSummary I'm active, sociable, positive person deeply involved in searching true Pythoneers, for whom Django and RESTful APIs is just a piece of cake, and iOS Developers who eat SWIFT for breakfast.Experience Researcher Forte Group Inc. April 2015 – Present (11 months) Forte Group is an IT staffing and consulting company which provides specialty services in software test automation and IT project management. We offer 24/7 productivity in consulting and recruiting because our offices are based not only in Chicago, but in Belarus and Ukraine as well. We work successfully with top notch Proprietary Trading, Banking and Investment Management, Healthcare, IT Solution and Consulting, Government, Marketing, and Publishing clients across the country. We deliver quality results that increase efficiency and resource utilization. We provide client-focused staffing solutions that include precise recruiting, rigorous screening and technical assessment, and relationship management. Main responsibilities: - maintaining constant communication on different aspects of recruitment process; - searching candidates via Internet, network of contacts and personal connections; - sourcing IT professionals; - formatting CV FreelaEducation Ternopil Volodymyr Hnatiuk National Pedagogical Univesity Master of Arts (MA), English-Ukrainian Translation 2014 – 2015 Ternopil Volodymyr Hnatiuk National Pedagogical Univesity Bachelor of Arts (BA), English-Ukrainian Translation 2010 – 2014 Activities and Societies: The 3rd place in the VI Inter-University Contest of Young Translators organized by National Aviation University (2015) Finalist of the 3rd Contest of Belles-lettres Translation organized by Kirovohrad Volodymyr Vynnychenko State Pedagogical University (translation from English and German) (2014) The 3rd place in All-Ukrainian Students’ Translation Contest ‘Literal Word in the World Culture’ (2013) Finalist of private award ‘Metaphora’ (2013)Skills Recruiting Candidates Searching Sourcing Translation SearchGroups JavaScript Discussion / Jobs Developer Tech - HTML5, Android, iOS, Windows, Java, BlackBerry, Developers ASP.NET,C#/VB.NET Developer/Programmer HTML5 / CSS3 / Javascript node.js developers .NET People JavaScript AngularJS Node.js JQuery JSON BackBone.js Coffeescript MongoDB NoSQL HTML5 Angular NodeJS See 7 more Javascript Python Network Programming Quality Assurance QA Professional Angular JS and JQuery Ruby on Rails - Chicago Interest Group Chicago .Net Users Group Ukrainian software developers See less View Oleksandra’s full profile to... See who you know in common Get introduced Contact Oleksandra directlyView Oleksandra's Full Profile2.876263 8 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 1 0 x 14.87626

06/02/2016 https://www.linkedin.com/in/sskakun https://www.linkedin.com/in/andriirodionovSergii Skakun Assistant Research Professor at University of MarylandUniversity of MarylandCollege Park, Maryland Ukrainian,Russian,English,Italian,250 connectionsCollege Park, Maryland Experience Assistant Research Professor University of Maryland October 2015 – Present (5 months) Research in remote sensing Senior Engineer Samsung SDI December 2013 – October 2015 (1 year 11 months)Korea Development of image processing algorithms for industrial vision inspection systems using machine learning techniques. Head of Laboratory for Satellite Monitoring Space Research Institute NAS Ukraine & SSA Ukraine November 2012 – February 2015 (2 years 4 months)Ukraine Duties: Leading group on satellite monitoring with applications in different areas: agriculture, disaster risk assessment; action leader for scientific projects; developing methods and ITs for heterogeneous data processing (including geospatial), mobile applications using geospatial data, scientific modeling, grants and scientific project preparation and submission, international collaboration, presentation preparation and delivery; report writing, writing and preparation of papers in international peer-reviewed journals. Associate Professor NProjects Stimulating Innovation for Global Monitoring of Agriculture and its Impact on the Environment in support of GEOGLAM (SIGMA) Starting 2013 Role: Crop and land cover mapping from optical and SAR satellite imagery. Satellite images classification using neural networks. Team members: Nataliia Kussul, Sergii Skakun GEOSS Architecture for the use of Satellites for Disasters and Risk Assessment (GA.4.Disasters) 2011 – 2013 Role: project co-lead. Expertise on operational flood mapping and natural hazards risk assessment. Contribution to the GA.4.Disasters architecture document (http://old.ceos.org/images/Disasters/GA.4.D_v1.0.pdf) Team members: Karen Moe, Sergii Skakun Crop area estimation with satellite images in Ukraine 2010 – 2011 Role: satellite images processing, crop area estimation, scientidic articles preparation. Team members: Nataliia Kussul, Sergii Skakun Analysis of Climate Change & Food Security based on Remote Sensing & In Situ Data Sets January 2011 – December 2012 Role: satellite data processEducation Space Research Institute NAS Ukraine & SSA Ukraine Doctor of Philosophy (Ph.D.), Computer Science 2004 – 2005 PhD thesis title: “Complex Analysis of Computer Users Behaviour Using Neural Networks” National Technical University of Ukraine 'Kyiv Polytechnic Institute' Master's Degree, Applied Mathematics, With honours 2002 – 2004 National Technical University of Ukraine 'Kyiv Polytechnic Institute' Bachelor's Degree, Applied Mathematics, With honours 1998 – 2002Honors & Awards World Federation of Scientists (WFS) National Scholarship Programme Fellowship World Federation of Scientists 2008 Grant of the President of Ukraine for young scientists President of Ukraine 2007 Special Prize Award in Samsung Young Scientists Day Contest Samsung 2005 Special Prize Award for the project “Intelligent monitoring system of computer system’s users behaviour” Young Scientists Award of the National Academy of Science of Ukraine National Academy of Science of Ukraine 2003 Award for the project “Intelligent Multi-Agent Security System”Skills Computer Science Research Machine Learning Image Processing Computer Vision Data Analysis Pattern Recognition Remote Sensing Earth Observation Satellite Imagery SAR GIS Quantitative Risk Analysis Sensor Web Disaster risk analysis See 8+ C++ Python Matlab OpenCV GDAL Quantum GIS Netlab ML toolbox Somtoolbox See lessGroups Horizon2020 - H2020 World Data System Deep Learning Group The Earth Observation Network US H1B Visa Jobs Deep Learning Computer Vision and Pattern Recognition See 4 more Remote Sensing and Photogrammetry Society (RSPSoc) IEEE Geoscience & Remote Sensing Society Data Fusion Discussion Forum Big Data / Machine Learning / Deep Learning in China Integration-plus LTD See less View Sergii’s full profile to... See who you know in common Get introduced Contact Sergii directlyView Sergii's Full Profile1.868683 8 0 0 0 1 0 0 0 1 0 0 1 1 1 0 0 0 0 x 14.86868

08/02/2016 https://be.linkedin.com/in/ksoroka https://be.linkedin.com/in/rademadesignKseniia Soroka Business Development Manager at RademadeRademade San Francisco Bay Area English,Ukrainian,Russian,Portuguese,495 connectionsSan Francisco Bay AreaSummary An ambitious and conscientious individual, team worker with creativity and innovative thinking. Intelligent, disciplined and enthusiastic person interested in learning new skills.Experience Business Development Manager Rademade August 2015 – Present (7 months) Rademade is a team of professionals that has the ability to actualize your internet project and application ideas. We pride ourselves on the quality of our SaaS projects which we have been actively developing throughout our years on the IT market. Rademade guarantees satisfaction by providing support at every step of bringing your ideas to life. We provide: - Consulting services - Design - Development - Support Local Social Media Ambassador Schneider Electric August 2014 – July 2015 (1 year) • Social media accounts management • Social Media monitoring through Radian6 • Social Media management through BuddyMedia • Monthly report of brand presence in mass media and web • Translation of some materials and press-releases Russian-Ukrainian, English-UkrainianOrganizations BEST - Board of European Students of Technology Secretary (2011-2012) Profcom of NTUU "KPI" Head of Student's Healthy Group of Faculty of biomedical Engineering (2010) of NTUU "KPI"Volunteer Experience & Causes Opportunities Kseniia is looking for: Skills-based volunteering (pro bono consulting)Education National Technical University of Ukraine 'Kyiv Polytechnic Institute' Master's Degree, Biomedical/Medical Engineering, GPA 4.65 2013 – 2015 Instituto Superior Técnico , Bioengineering and Nanosystems 2013 – 2014 Courses: - Nanotechnology - Micro and Nanofabrication Techniques - Neuroimaging - Biomaterials Physical Chemistry - Electromagnetic Properties of Materials - Bioprocess Engineering Principles - Biochemistry and Molecular Biology - Biomolecular Engineering - Cell and Tissue Engineering National Technical University of Ukraine 'Kyiv Polytechnic Institute' Bachelor's Degree, Biomedical/Medical Engineering, GPA 4.75 2009 – 2013 Diploma with honours Lyceum №100 "Podil" , physical and mathmetical class 1999 – 2009Skills Teamwork English Microsoft Office Project Management Project Planning Social Media Marketing Leadership Team Management Team Leadership Engineering Microsoft Excel Research Medical Devices Negotiation Photoshop See 8+ Management Python Strategic Planning Adobe Photoshop HTML Healthcare Mac OS Business Development See lessGroups Luxury Travel & Tourism Industry Professionals Business Development Connect CeBIT APC by Schneider Electric StartupLine.org - Ukraine startups and investors network. NTUU "KPI" Adobe Illustrator See 7 more Ukrainian software developers Business Events and News in Ukraine Energy University Global Jobs Network Google Analytics TRUCKS.COM Leisure Property Investment in Europe See less View Kseniia’s full profile to... See who you know in common Get introduced Contact Kseniia directlyView Kseniia's Full Profile1.612316 9 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 1 0 x 14.61232

06/02/2016 https://www.linkedin.com/in/vfedoroff https://www.linkedin.com/in/sergii-zagriichuk-9841204Vadym Fedorov Solutions Architect at SoftServe SoftServe Austin, Texas Area English, 500+ connectionsAustin, Texas AreaSummary A multi-skilled solutions architect with 12+ years of the experience in the development of the software projects and with good all-round ability to juggle multiple projects and meet deadlines whilst at the same time comprehending complex and interdependent business processes. Very capable with an ability to identify and then deal with a client’s needs by translating them into appropriate technical solutions. Experienced in providing motivation, guidance and an up to date consultancy service to both colleagues and clients. Experienced in leading projects with remote teams, communication with clients, risk mitigation, establishing SDLC. Experienced in participated in full life cycle of the software projects of various sizes, including an application design from scratch, performance analysis and improvements, code re-factoring and optimization, porting and re-design software to another platform, requirement analysis and elaboration, usage and development of design patterns. Solid and strong understandingExperience Solutions Architect SoftServe November 2012 – Present (3 years 4 months) • Build customer relationships and articulate technical solution vision to a technical audience; • Provide guidance on architecture and application processes to the engineering team and overall project; • Provide knowledge and expertise to support the design of client solutions; • Participate in all pre-sales and post-sales technical aspects of the customer engagements, including hands-on proof-of-concept, pilot and full scale implementation; • Provide feedback from the field regarding enhancement requests and use cases; • Troubleshooting and resolving complex issues, from OS and application faults to improving solution design; • Research, analyze and propose new technology solutions for infrastructure. Tech Lead SoftServe June 2005 – November 2012 (7 years 6 months) • Manage all development activities to ensure successful implementation of projects. • Support a positive work environment, motivating staff and fostering teamworVolunteer Experience & Causes Causes Vadym cares about: Education Science and TechnologyProjects Performance optimization of the network monitoring solution Starting December 2014 Has been performed assessment of the network network monitoring solution, identified performance issues and provided implementation roadmap, development team guidance on the product performance improvement and performance testing as part of the QC process. Technology stack: ASP.MVC. MS SQL. Team members: Vadym Fedorov IT Ops consulting project July 2014 – August 2014 Performed assessment of the processes, practices and tools. Provided recommendations for improvement. Processes and practices that were covered during project: 1. ALM 2. DevOps 3. Availability monitoring; 4. Automation of the environment provisioning and management; 5. Configuration management; 6. Continuous delivery; 7. Disaster recovery and business continuity. Tools: 1. Puppet; 2. Virtualization (Hyper-V, VMWare) 3. MS System Center 4. Team Foundation Server Team members: Vadym Fedorov TFS on Windows Azure environment Starting June 2014 Main goal plan aEducation Sevastopol State Technical University Master, High-precision mechanics 1996 – 2001 High-precision mechanicsHonors & Awards The best professional in Software Architecture 2015 http://itawards.ua September 2015 All-Ukrainian independent award “Ukrainian IT Awards” is a non-commercial project aimed at finding and rewarding the best professionals in an IT industry. “IT Awards” is a professional recognition of achievements and success from industry experts, colleagues and IT community. “IT Awards” is given to the best professionals in such IT nominations: “Quality Assurance”, “Project Management”, “Software Engineering”, “Software Architecture”, “Business Analysis”, “IT Eduсation” and “UI Design”.Skills OOP .NET Design Patterns Microsoft SQL Server C# Software Development WCF Agile Methodologies Web Services TFS SOA Software Engineering Software Design ADO.NET Scrum See 35+ DevOps Continuous Integration Test Driven Development ASP.NET MVC NHibernate TDD DDD Object Oriented Design REST Databases ASP.NET Architecture MVC Git UML SOAP Requirements Analysis JSON MySQL Amazon EC2 Python Linux SharePoint Amazon Web Services (AWS) Windows Azure Selenium PaaS SaaS SDLC Solution Architecture Puppet Cloud Computing Docker Vagrant Apache Spark See lessRecommendations A preview of what LinkedIn members have to say about Vadym: I've collaborated with Vadym on several projects, where he played the role of Solutions Architect, and I was Senior Engineer, and now considering that as one of the best (if not the best) collaboration experiences in my life. Vadym is not only the strong technician and author of outstanding solutions, he is also true visionary who creates the holistic vision for the product he works on, and leverages the team to share the vision he created and comprehend all levels of solution detalisation. He also has great level of openness to experience and always induces the whole team to take part in innovation process, which motivates the engineers not just for getting things done, but for providing the best efforts and output for the solutions they are building. See moreSee less Vadym is a detail oriented Solution Architect who drives all projects within his portfolio to completion amidst any technical challenges or contrainsts. His proactive mGroups H1B Jobs Devops (AWS, Azure, Docker, Chef, puppet, salt, ansible ) Discussions Cloud Architect .NET People Lead Generation Tips for SMB Sales Growth Hadoop Users Software Architecture (2967358) See 7 more Ukrainian software developers 97 Things Every Software Architect Should Know Enterprise Architecture Forum Jenkins CI Amazon AWS Architects PaaS (Platform-as-a-Service) Professional Exchange Software Design Patterns And Architecture See less View Vadym’s full profile to... See who you know in common Get introduced Contact Vadym directlyView Vadym's Full ProfilePublished by VadymSee more What’s the Deal with Docker, or How Will Containers Impact ITNovember 11, 2015 The Guide to Minimum Viable ProductsFebruary 4, 2015 Be Honest with Yourself: Project Maturity ModelJanuary 24, 20153.466105 8 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 x 14.4661

11/02/2016 https://www.linkedin.com/in/saikevych Ievgenii Saikevych Senior Software Engineer at EPAM SystemsEPAM Systems San Francisco Bay Area English,Russian,Ukrainian,500+ connectionsSan Francisco Bay AreaSummary Specialties: Python and JavaScript developerExperience Senior Software Engineer EPAM Systems April 2015 – Present (11 months) Senior JavaScript developer Playtech January 2014 – March 2015 (1 year 3 months) Senior JavaScript developer EPAM Systems July 2012 – January 2014 (1 year 7 months) Technologies: JavaScript, Backbone, Underscore, jQuery, JQueryUI, Jasmine, QUnit, Sencha, css3, html5 Developer pleso.net February 2007 – May 2013 (6 years 4 months) Technologies: Python, JavaScript, jQuery, css3, html5 Lead Developer Software MacKiev November 2010 – March 2012 (1 year 5 months) Technologies: Python, MongoDB, JavaScript, Enyo, jQuery, QUnit, css3, html5 Senior Web-developer SanInfoSoft May 2008 – November 2010 (2 years 7 months) Technologies: Python, JavaScript, jQuery, css, html Web-developer Seek4 March 2008 – October 2008 (8 months) Technologies: JavaScript, jQuery, css, html GUI-Designer and Frontend Developer GTB December 2006 – February 2008 (1 year 3 months) Brand development and application UI. Technologies: JavaScript, jQuery, css, html GUI-Education LGU , Economic CyberneticsSkills Web Development Software Development Design Patterns Web Applications Front-end Test Driven Development OOP MVC REST AJAX JavaScript Backbone.js Underscore.js jQuery jQuery UI See 33+ JSON HTML5 HTML 5 HTML DHTML XHTML XML XSLT CSS CSS3 LESS SASS User Interface Design UML User Interface Python Usability Git Subversion MongoDB Agile Methodologies Scrum Kanban JIRA PostgreSQL ActionScript MySQL Django Web Services Apache iOS development AngularJS SQL See lessRecommendations A preview of what LinkedIn members have to say about Ievgenii: Good not just in design, but also in technical tricks around HTML/CSS in different browsers.See moreSee less Great designerSee moreSee lessSign up to see who recommended IevgeniiGroups Semantic Web Open Source Ukrainian software developers Ukraine. Connections. Graphic Design Professional Group Ubuntu Users Official Group On Startups - The Community For Entrepreneurs See 2 more IT Specialist Network IT/Software Development Outsourcing and Offshoring See less View Ievgenii’s full profile to... See who you know in common Get introduced Contact Ievgenii directlyView Ievgenii's Full Profile3.386101 9 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 x 14.3861

06/02/2016 https://www.linkedin.com/in/artem-zinchenko-14966537https://www.linkedin.com/in/vasyl-antoniuk-7b0838b3Artem Zinchenko Student at Taras Shevchenko National University of KyivGoogle San Francisco Bay Area Russian,Ukrainian,English,118 connectionsSan Francisco Bay Area Experience Software Engineer Google October 2015 – Present (5 months)United States Software Engineering Intern Google April 2014 – July 2014 (4 months)Kitchener, Canada Area Smart pricing team Software Development Engineer Intern Microsoft May 2013 – July 2013 (3 months)United States Bing, Local search divisionEducation Kyiv National Taras Shevchenko University Master's Degree, Computer Science 2014 – 2016 Kyiv National Taras Shevchenko University Bachelor's degree, Computer Science 2010 – 2014Skills Algorithms Data Structures Machine Learning Deep Learning Computer Vision Graphical Models Big Data Data Analysis C++ Python Java Distributed SystemsGroups Deep Learning Kyiv National Taras Shevchenko University's Alumni Deep Learning Group View Artem’s full profile to... See who you know in common Get introduced Contact Artem directlyView Artem's Full Profile4.246047 9 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 x 14.24605

seedname https://ca.linkedin.com/in/yuriy-diakunchak-6a3bb6[...]_-1035308383.linkedin Explanations

datetime 2016-02-07T12:49+0000

dateextract 07/02/2016

linkedinurl https://ca.linkedin.com/in/yuriy-diakunchak-6a3bb61 LinkedIn URL and Profile data

parentseed -

fullname Yuriy Diakunchak -

titlename Director of Marketing at Ukrainian Credit Union Limited -

orgname Ukrainian Credit Union Limited -

locality Toronto, Canada Area -

languages English,Ukrainian, -

connections 500+ connections -

descriptor Toronto, Canada Area -

profilesummary Summary Experienced marketing manager. Focused on branding and brand management, executing programs and campaigns targeted at building brand exposure. More recently, have been immersing myself in various aspects of on-line and social media marketing and Google AdWord marketing. Learning a lot about how to improve both the number and quality of visitors to our web site as well as how to tie it all back to our sales funnel.-

experience Experience Director of Marketing Ukrainian Credit Union Limited August 2010 – Present (5 years 7 months) Heading up the marketing department. Reporting to the COO Manager, Web and Creative Services Platform Computing October 2009 – July 2010 (10 months) Manage team consisting of web master and graphic designer as well as contractors supplying design, writing and multi-media services. the team develops and produces marketing collateral, web content and implements online marketing initiatives including social media and Google advertising. Marketing Writer Platform Computing 2007 – April 2010 (3 years) Owner Creative Quotient Inc. April 2003 – November 2007 (4 years 8 months) Led a boutique design studio. Developed strategic branding and communications material for clients. Acted as chief evangelist and sales person. Manager, Public Relations / Manager Customer Relations Hummingbird Ltd. December 2000 – April 2003 (2 years 5 months) Marketing Writer Hummingbird July 2000 – April 2003 (2 years 10 months) First po-

organizations Organizations KUMF Art Gallery Director Starting March 2013 Member of Board of Directors of KUMF Art Gallery (Ukrainian Canadian Art Foundation), currently responsible for member communications. Ukrainian Canadian Professional and Business Assocation - Toronto Branch Director Starting January 2014 UCPBA is an organization that brings together businesses and professionals of Ukrainian background in Toronto for various networking events including IT Networking, Small Business Networking and Student Mentorship/Networking. Ukrainian Canadian Social Services - Toronto Branch Director Starting March 2015 The organization provides services for immigrants, the elderly and those needing support in the community.-

volunteering Volunteer Experience & Causes Causes Yuriy cares about: Arts and Culture Civil Rights and Social Action Politics -

projects -

education Education M.M. Robinson McMaster University BComm, Marketing, Finance Pragmatic Marketing , Product Marketing Course Ryerson University Bachelor of Journalism (Post-Graduate - Equivalent of MA), Journalism-

awards -

skills Skills Product Management Marketing Automation Brand Management Product Marketing Demand Generation Multi-channel Marketing Marketing SEO Social Media Marketing Program Management Competitive Analysis Analytics Corporate Communications Cloud Computing Leadership See 9+ Public Relations Strategy Social Media Team Leadership Management Online Marketing Strategic Planning Marketing Strategy Advertising See less-

recommandations Recommendations A preview of what LinkedIn members have to say about Yuriy: I had the pleasure of working with Yuriy since 2006 on various video projects for Ukrainian Credit Union and Platform Computing. Yuriy is very professional, fair, clear in communicating his ideas and always enjoyable to work with. I strongly recommend Yuriy to anyone who needs a capable, creative and experienced marketing professional.See moreSee less I had the pleasure of working with Yuriy for the past 2 years. He developed several piece of content for partner marketing. He was quick, efficient, creative and had a complete understanding of the technology which is quite complex. He never hesitated to roll up his sleeves to get a job done. It is an asset to any organization.See moreSee lessSign up to see who recommended Yuriy-

groups Groups Markian Silecky Real Estate - Babiak Team Royal LePage Real Estate Services Ltd, Brokerage Cloud Computing Taxonomy & Information Management John4Ward3 Marketing And Research: Need of the hour UCPBA Toronto View Yuriy’s full profile to... See who you know in common Get introduced Contact Yuriy directlyView Yuriy's Full Profile-

publications -

score 2.368793324 < how much Ukrainian the nams sounds

count 7 < how many Ukrainian connections (max :10)

titlename2 0

orgname3 0

locality2 0

languages3 1 < Ukrainian appears in Languages

connections4 0

descriptor5 0

profilesummary6 0

experience7 1

organizations8 0

volunteering9 0

projects10 1

education11 0

awards12 0

skills13 0

recommandations14 0

groups15 1 < Ukraine appears in Goups

publications16 0

TOT 13.98341639 < Overall score taking into account factors from L26-43

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Indian diaspora names - a global airline use case

21

‘For 93% of our customers, when NamSor recognizes an

Indian name, the client has travelled to India in the past.’ At state level : ~50%

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Indian diaspora in Mauritius22

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Africa: complex identities (Congo RDC)

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Africa: complex identities (Burkina Faso)

24

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Africa: complex identities (Liberia)25

Liberia - a regional onomastics 'mille-feuille'

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Thank you !

Elian CARSENAT,

[email protected]

Phone : +33 6 52 77 99 07

26

Juillet 2013, Ambassade de Lituanie à Paris