Velkommen til seminar om forsikringssvindel COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

Størrelse: px
Starte visningen fra side:

Download "Velkommen til seminar om forsikringssvindel COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED."

Transkript

1 Velkommen til seminar om forsikringssvindel COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

2 Seminar om forsikringssvindel 8. oktober 2009 Jim Nielsen Direktør, Business Advisory & Innovation COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED. Allan Cervin Divisionsdirektør, Insurance & Pension

3 COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

4 Udsnit af udfordringer i danske virksomheder, som SAS løser VISION COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

5 Udsnit af udfordringer i danske virksomheder som SAS løser VISION Hvordan sikres systematisk gennemgang af alle skadesanmeldelser med henblik på identificering af svindel for at prioritere efterforskningen og minimere skadesudbetaling til svindel? Hvordan automatiseres skadesbehandlingen med fast tracking og udvælgelse til efterforskning på tværs af alle kontaktkanaler (web, telefon, papir)? Hvordan minimeres selskabets risikoprofil med henblik på at frigøre kapital? COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

6 SAS Institute KUNDER GLOBALT HERAF 725 I DANMARK REPRÆSENTERET I 113 LANDE GLOBAL HQ I NORTH CAROLINA KONTORER I KØBENHAVN OG SKANDERBORG THE POWER TO KNOW 91 af top 100 virksomhederne på 2008 FORTUNE Global listen Det offentlige, financial services, farma, manufacturing, communications, retail medarbejdere heraf +300 i Danmark 22% af omsætningen går direkte til forskning og udvikling MARKEDSLEDER Grundlagt i 1976 etableret i Danmark siden 1984 Verdens største privatejede softwareleverandør USD 2,26 mia. globalt og 514 mio. DKK i Danmark Global vækst alle år Markedsleder i Danmark COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

7 Et udsnit af internationale forsikringskunder COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

8 Velkomst, v. Jim Nielsen, SAS Institute Fakta og trends om det danske forsikringsmarked og værktøjer i kampen mod forsikringssvindel, v. Arne Knippel, Forsikring & Pension Pause Combating insurance fraud, v. David Hartley, SAS EMEA Topdanmark: Sådan arbejder vi med bekæmpelse af forsikringssvindel, v. Ole Peter Rasmussen, Topdanmark Opsamling og konklusioner, v. Esben Ejsing, SAS Institute AGENDA COPYRIGHT 2009, 2008, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

9 Forsikring & Pension SAS Institute 8. oktober 2009 Arne Knippel Kontorchef

10 Udvikling i forsikringssvindel: 1994: "Underlige sager" 1998: "Misbrugssager" 2004: "Forsikringssvindel"

11 1995: ca. 15 "misbrugskonsulenter" "skadeinspektører" (50++) "Vi har kun ærlige kunder" 2009: 42 konsulenter/skadeinspektører (40-)

12 Pågående drøftelse om forsikringssvindel: DK: Manglende data (10% - hmmm?) NL: Svindel 150 EUR/familie F: Svindel 40% motor D: Svindel 4 mia EUR/årligt; 28%: ikke krim. S: Svindel 10% (1982) UK: Svindel mest indbo, motor dyrest UK: Svindel - 44/årligt/forsikrede

13 Intet skadesregister Bekæmpelse kontra branchens image Efterforskningsmetoder til diskussion Stemningen ved at vende?

14 Stigende antal sager: 4-WD, leasing, personskadesager, indbrudssager, lystfartøjer Udlandssager ("bananstater") Bander (Baltikum m.m.)

15 Tekniske forholdsregler: Div. "F-D-S" m.m. Emnet diskuteres (seminarer, politiskolen m.m.) Befolkningens holdning? Data og officiel F&P strategi på vej

16 Efterlysn. PV, MC m.m.

17 Østkontoret - Danmark Forsikringsselskaberne SOS Politiet Bilimportører Østkontoret Interpol Udenlandske kontakter

18 Verband Dänischer Automobilversicherungsgesellschaften Stowarzyszenie Dunskich Firm Ubezpieczeniowych Danish Insurance Association AMALIEGADE 10, DK-1256 KOEBENHAVN K GESUCHT WIRD **** POSZUKUJEMY **** SEARCH Nr.: Fabrikat/-typ: Fabrikat/-typ: Fabrikat/-typ: Baujahr: Rok budowy: Model(year): Fahrgestellnummer: Numer podwozia: Chassis No.: Motornummer: Numer silnika: Engine number Letztes Kennzeichen: Ostatni numer rejestracyjny: Registration No.: Farbe/Kolor/Colour: VW CARAVELLE - 2,5 TDI 2008 WV2 ZZZ 70Z XH ACV YV34535 RED Besondere Merkmale: Uwagi: Special characteristics: Verschwunden am: Zostal skradziony w dniu: Disappeared on(date): Verschwunden (wo): Zostal skradziony w (gdzie): Disappeared from(place): Gemeldet am/an der Polizei in: Zgloszono do policji w /w dniu:: Reported on the /to the plice in: DK - KØBENHAVN KØBENHAVN Bitte Informationen an: Informacje do: Information please to: FAX: oder/lub/or FAX:

19 Efterlysn. PV, MC m.m. LAGOS

20 LAGOS (LAst, GOds- og Sættevogne) ITD, RP Comcenter, Forsikring & Pension (Østk.)

21 Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel

22

23

24

25 Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m.

26 HVAD REGISTRERES? ALT REGISTRÉRBART SEJLENDE MATERIEL (ALT MED ET SKROGNUMMER) ,00 HANDELSVÆRDI ALLE BÅDMOTORER

27

28 Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering

29

30 Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering Rastepladser

31 Overfald på chauffører

32 "Sikre rastepladser" 2009

33 Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering Rastepladser Svindeludvalg

34 Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering Rastepladser Svindeludvalg SU politi forsikr.

35 Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering Rastepladser Svindeludvalg SU politi forsikr. Foredrag undervis. m.m.

36

37 Tyverimetoder biler årgang 1998 eller nyere, 93 indrapporterede Borttransporteret 2 Diverse 16 Nøgleindbrud i hjemmet 31 Nøgleindbrud på værksted 15 Andre nøgletyverier 24 Overfald (personskade) 1 Showroomjacking 0 Startspærre omg. 1 Tricktyveri 1 Falsk ID 1 Car jacking 1 I alt 93

38 Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering SU politi forsikr. Foredrag undervis. m.m. Rastepladser Svindeludvalg Bilfinderkorps

39

40 DK netværk Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering SU politi forsikr. Foredrag undervis. m.m. Rastepladser Svindeludvalg Bilfinderkorps

41

42 IAATI DK netværk Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering SU politi forsikr. Foredrag undervis. m.m. Rastepladser Svindeludvalg Bilfinderkorps

43 "EN HURTIG OMKLÆDNING" SETRABUS STJÅLET FRA PARKERINGSPLADS I NORDITALIEN 21-22/7/09 29/7/09 FINDES BUSSEN I VENEDIG MED NY IDENTITET.

44

45 IAATI IASIU DK netværk Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering SU politi forsikr. Foredrag undervis. m.m. Rastepladser Svindeludvalg Bilfinderkorps

46

47 SAFIRER OG DIAMANTER ct = Gr = Krav på 1.9 Millioner kroner

48

49

50 INGEN BUTIK PÅ ADRESSEN NY/GL. MOMSNUMMER IKKE EKSISTERENDE ÉT TELEFONNUMMER I BRUG EJ BUTIK TID TRE DAGE PRIS USD 500 SPARET ,00

51 IAATI IASIU IAMI DK netværk Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering SU politi forsikr. Foredrag undervis. m.m. Rastepladser Svindeludvalg Bilfinderkorps

52

53 IAATI IASIU IAMI TAPA DK netværk Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering SU politi forsikr. Foredrag undervis. m.m. Rastepladser Svindeludvalg Bilfinderkorps

54 Profile Transported Asset Protection Association - Europe, Middle East and Africa (TAPA-EMEA), is an association of security professionals and related business partners from various manufacturing and transportation companies (200+) Members Air Cargo security, British American Tobacco, Compass security, DFDS Transport Ltd., DHL, DSV A/S, Freight Watch, Fujitsu-Siemens, G4S, Gucci Group, Hewlett Packard Co., KLM Cargo, Lufthansa Cargo, Maersk Logistics, Motorola, Metropolitan Police, Nokia, Omega, Police Frankfurt/Main, Phillips Electronics, Samsung, Sony-Ericsson, Special Cargo Handling, TNT, Toshiba m. m. fl.

55 Incident Information Service (IIS) Freight Security Requirements (FSR)

56

57 IAATI IASIU IAMI TAPA Intern. netværk DK netværk Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Repatriering SU politi forsikr. Foredrag undervis. m.m. Rastepladser Svindeludvalg Bilfinderkorps

58

59 Landcruiser jagt i Polen

60 Intern. IAATI IASIU IAMI TAPA CEA: ICRV netværk DK netværk Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. Verifikation SU politi forsikr. Foredrag undervis. m.m. Rastepladser Svindeludvalg Bilfinderkorps

61

62 Intern. IAATI IASIU IAMI TAPA CEA: ICRV netværk DK netværk Efterlysn. PV, MC m.m. LAGOS Entreprenørmateriel Lystfartøjer m.m. DELTA Verifikation Repatriering SU politi forsikr. Foredrag undervis. m.m. Rastepladser Svindeludvalg Bilfinderkorps

63 "..de stjal både lastvogn og heste.."

64 Skete disse uheld virkeligt?

65 Døde hun i Odessa!?

66

67 Spørgsmål? Tak for opmærksomheden!

68 Velkomst, v. Jim Nielsen, SAS Institute Fakta og trends om det danske forsikringsmarked og værktøjer i kampen mod forsikringssvindel, v. Arne Knippel, Forsikring & Pension Pause Combating insurance fraud, v. David Hartley, SAS EMEA Topdanmark: Sådan arbejder vi med bekæmpelse af forsikringssvindel, v. Ole Peter Rasmussen, Topdanmark Opsamling og konklusioner, v. Esben Ejsing, SAS Institute AGENDA COPYRIGHT 2009, 2008, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

69 Velkomst, v. Jim Nielsen, SAS Institute Fakta og trends om det danske forsikringsmarked og værktøjer i kampen mod forsikringssvindel, v. Arne Knippel, Forsikring & Pension Pause Combating insurance fraud, v. David Hartley, SAS EMEA Topdanmark: Sådan arbejder vi med bekæmpelse af forsikringssvindel, v. Ole Peter Rasmussen, Topdanmark Opsamling og konklusioner, v. Esben Ejsing, SAS Institute AGENDA COPYRIGHT 2009, 2008, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

70 Combating Insurance Fraud David Hartley, ACII Director of Insurance Solutions SAS EMEA Copyright 2006, SAS Institute Inc. All rights reserved.

71 Agenda Insurance Fraud growing problem SAS experience Tackling fraud - analytical techniques Tacking fraud - proposed architecture Why and How SAS can help you Copyright 2009, SAS Institute Inc. All rights reserved.

72 Global Non-Life Insurance Claims Fraud US National Insurance Crime Bureau estimates that 10%+ of all property and casualty claims are fraudulent US Insurance Information Institute $30 billion losses in Non-Life Insurance Fraud annually Insurance Council of Australia estimates that Costs Australians $1.6 billion per year. 10 and 15% of insurance claims across of lines exhibit elements of fraud. Swedish Association claim 5 to 10% of claims include fraud South African Insurance Institute estimates that Adds about 15% to short term premiums Costs ZAR 3 billion per annum Association of British Insurers estimates that Costs insurers circa 1.9bn per annum In 2009 estimated adds about 44 to average insurance premium 0.73bn fraud detected in 2008 (30% ) Swiss Insurance Association estimate that 10% of claims paid are fraudulent German Insurance Association estimates that That fraud costs circa 4bn per annum Copyright 2009, SAS Institute Inc. All rights reserved.

73 Copyright 2009, SAS Institute Inc. All rights reserved. Property & Casualty Claim Fraud a multi $bn worldwide market

74 Cost effective insurance fraud detection Estimated that fraud adds an additional 10% to final premiums paid worldwide Main argument against is cost effectiveness of insurance detection Can be an expensive process proving fraud Need to warn off potential fraudsters Early mover advantage Copyright 2009, SAS Institute Inc. All rights reserved.

75 Agenda Insurance Fraud growing problem SAS experience Tackling fraud - analytical techniques Tacking fraud - proposed architecture Why and How SAS can help you Copyright 2009, SAS Institute Inc. All rights reserved.

76 Does analytical fraud detection scoring work? Insurer 1 Estimated 7m+ of savings 70% cases identified now fraudulent Insurer 2 Major national fraud ring broken multi m of savings Insurer 3 Estimated annual savings 14m per annum on motor book using data and text mining Significant increase in hit rate. Insurer 4 1m+ of savings in first phase Hit rate improved from 27% to 60% Insurer 5 Estimated 20m+ of savings Increase fraud detection Copyright 2009, SAS Institute Inc. All rights reserved.

77 Business issue Solution Benefits Unknown level of fraud Only simple rules in place Integral part of a BI program SAS Data Warehouse, Data Mining and Performance Management 5% of claims proven to be fraudulent and stopped reduced claims paid Predict for example car stereo model most likely to be stolen and negotiate better rate with suppliers Overall 30 to 35% increase in profitability of auto book "With our SAS data warehouse, we are able to segment customer data by having discovered certain relationships between data sets which are red flags for fraud-related losses. AXA OYAK discovered that 5 percent of its claims payouts were fraudulent, and these can now be corrected and prevented in the future," Ali Eilat Assistant General Manager of Underwriting, AXA Oyak Copyright 2009, SAS Institute Inc. All rights reserved.

78 Business issue Solution Benefits Designed and implemented a fraud solution for auto insurance (define strategy, change management, organization, solution design and the SAS technical solution). SAS Data Mining solution Designed and created a Fraud Datamart from different data sources Defined and implemented fraud Models using SAS datamining techniques. Implemented a fraud solution for auto insurance (define strategy, change management, organization, solution design and the SAS technical solution). Increased detection rates (+ 200M per year) Copyright 2009, SAS Institute Inc. All rights reserved.

79 Business issue Solution Benefits Estimated fraud between $30bn and $50bn across industry PA. Increase detection rates with same number of investigators. Expressed as a core competence by senior management. SAS Data Mining Increased detection rates to see annualized savings of $11.5m. Investigators handle 30% more cases Later equates to increased productivity gains of $200,000 per quarter "With SAS, we're able to work better faster. That, in turn, improves our ability to detect fraud. And, with SAS, we can model what normal claims look like so that we can then spot the deviations. Ultimately, we will be able to prevent questionable claims from ever being considered for payment." Chris Scheib, Manager Data Mining and Pattern Discovery, Highway Copyright 2009, SAS Institute Inc. All rights reserved.

80 Agenda Insurance Fraud growing problem SAS experience Tackling fraud - analytical techniques Tacking fraud - proposed architecture Why and How SAS can help you Copyright 2009, SAS Institute Inc. All rights reserved.

81 Fraud Actual Fraud Non-Fraud Actual Non-Fraud Fraud Actual Non-Fraud Analytics -The Confidence Challenge Non-Fraud Model Predicts Fraud Model Predicts Non-Fraud Fraud Correct Dismissal False Detection Correct Dismissal False Detection False Dismissal Correct Detection Model Predicts Non-Fraud Correct Dismissal Fraud False Detection False Dismissal Correct Detection Copyright 2009, SAS Institute Inc. All rights reserved. Reputation impact False Dismissal Correct Detection

82 Analytical techniques Insurance Rules Database Searching Anomaly Detection Complex Patterns Social Networking Analysis/ Associate Link Patterns Text Mining Copyright 2009, SAS Institute Inc. All rights reserved.

83 Technique 1 Insurance Rules Test each transaction against a series of predetermined algorithms or rules. Aggregate scores and compare to threshold values Low pass High fail Medium pass but monitor Rule 1 Rule 2 Rule 3 Rule 4 Rule 5 Rule 6 Rule 7 Rule 8 Rule 9 Rule 10. Rule 11. Rule 12. Copyright 2009, SAS Institute Inc. All rights reserved.

84 Technique 1 Insurance Rules Sample Rules X claims in last X years X similar claims paid in xx months Claim amount over $x,000 Time to renewal less than XX working days Policy within XX days of inception/endorsement Changes in sum insured/coverage in last x months Consults claims chaser (loss assessor) before doctor Whiplash injury < 72 hours after accident (soft tissue damage takes this long, typically, to be felt) Car "torched" and insured has fire cover.. Unusual time of day e.g. 11pm - 6am Time delay in reporting claim Copyright 2009, SAS Institute Inc. All rights reserved.

85 Technique 1 Insurance Rules Sample Rules Readily admits liability. Insured overly aggressive Absence of forcible/violent entry Vehicle struck by rental car Registration document in another name No independent witnesses none or family and friends only No police report Inconsistency with police report Property damage/personal injury inconsistent No proof of ownership Multiple versions of accident Non disclosure of previous claims or convictions Valuations, receipts etc excessive Valuations, receipts do not exist Copyright 2009, SAS Institute Inc. All rights reserved. Subsequent to initial notification

86 Technique 2 Database Searching In-house and across industry (co-operatives) Positive Identification Match against data already held on file Known customer On Hot-list WANTED Negative verification No match Cannot be verified REWARD Data protection issue? Copyright 2009, SAS Institute Inc. All rights reserved.

87 Technique 3 Anomaly Detection Outliers or anomalies could indicate a new or previously unknown pattern of fraud Need to verify Ongoing search Copyright 2009, SAS Institute Inc. All rights reserved.

88 Technique 3 Anomaly Detection Profiling Model behaviours of groups or individuals Build models of expected behaviour from history Individual Peer-groups Notification of deviation from predicted norms Issues Strong understanding of the data Need to be trained Short life cycle Copyright 2009, SAS Institute Inc. All rights reserved.

89 Technique 3 Anomaly Detection Clustering Goal: Identify abnormal groups of claims - Globally abnormal - Abnormal in relation to selected base segmentation, profiling - Mulitvaraiate outliers values only abnormal in relation to each other Copyright 2009, SAS Institute Inc. All rights reserved.

90 Technique 4 Advanced Analytics Generalize fraud patterns for automatic detection - Identify typical patterns - Score new claims automatically for fraud propensity Modeling techniques: - Predictive Modeling: Decision Trees Neural Networks Regression Base: confirmed historical cases (fraud flag) Result: Fraud risk score Model Management Need to manage many complex models Copyright 2009, SAS Institute Inc. All rights reserved.

91 Technique 5 Social Network Analysis Associate Link Patterns or Data linking analysis Detect unexplained Relationships - Profiling of suspicious cases - Direct and indirect links between seemingly unrelated transactions Modeling Techniques - Associations / Sequence analysis - Link analysis / Path analysis - Fuzzy matching Copyright 2009, SAS Institute Inc. All rights reserved.

92 Technique 6 - Text Mining Upto 80% of claims data can be unstructured Look for patterns that might suggest fraud examples:- Multiple claimants using exact same words Specific scripted comments on a particular type of claim Certain words suggest possible lie where claimant disances themselves from claim such as using fell rather than drop or the road was wet, it had been raining, rather than I was driving too fast along the wet road. Look for new patterns of words over time Copyright 2009, SAS Institute Inc. All rights reserved.

93 SAS Fraud Framework Using a Hybrid Approach for Fraud Detection Copyright 2009, SAS Institute Inc. All rights reserved.

94 Agenda Insurance Fraud growing problem SAS experience Tackling fraud - analytical techniques Tacking fraud - proposed architecture Why and How SAS can help you Copyright 2009, SAS Institute Inc. All rights reserved.

95 SAS Fraud Framework Process Flow Operational Data Sources Exploratory Data Analysis & Transformation Fraud Data Staging Business Rules Alert Generation Process Alert Administration Social Network Analysis Claimant Analytics Anomaly Detection Network Rules Network Analytics Claims Predictive Modeling Policies Intelligent Fraud Repository Learn and Improve Cycle Alert Management & Reporting Case Management Copyright 2009, SAS Institute Inc. All rights reserved.

96 Data Mart and Exploration Area Fraud Data Staging Physical customer centric repository of data for fraud detection Moral hazard Physical hazard Claims Accounts Distribution channel Third Party data etc. Storage of history Scoring area Staging area Copyright 2009, SAS Institute Inc. All rights reserved.

97 Data Mart Copyright 2009, SAS Institute Inc. All rights reserved.

98 Business Rules Engine Analytic Validation and Business Rule Refinement Set up business rules quickly and easily Users can amend Owned by fraud experts to provide rapid response Includes 149 pre defined fraud rules Copyright 2009, SAS Institute Inc. All rights reserved.

99 Analytic Engine Analytic Approach: Unknown Patterns Use when no target exists Examine current behavior to identify outliers and abnormal transactions that are somewhat different from ordinary transactions Include univariate and multivariate outlier detection techniques, such as peer group comparison, clustering, trend analysis, and so on Includes 25 pre set anomaly detection techniques Copyright 2009, SAS Institute Inc. All rights reserved.

100 Analytic Engine Analytic Approach: Complex Patterns Use when a known target (fraud) is available Use historical behavioral information of known fraud to identify suspicious behaviors similar to previous fraud patterns Include parametric and nonparametric predictive models, such as generalized linear model, tree, neural networks, and so on SAS IP to help set up first predictive models Copyright 2009, SAS Institute Inc. All rights reserved.

101 Analytic Engine Social Network Analysis Network scoring Rule and analytic-based Analytic measures of association help users know where to look in network Net-CHAID Density, beta index (network) Risk ranking based on hypergeometric distribution, degree, closeness, betweeness (node) Modularity (sub network) Pre set social networking analysis Copyright 2009, SAS Institute Inc. All rights reserved.

102 Alert Generation Process Copyright 2009, SAS Institute Inc. All rights reserved. For individual claim Runs Business Rules Runs SNA compares to expected outcome Runs Analytics Produces score uses web service API to push score to claims management solution Works in real time, near real time or batch Real time first notification Real time or batch subsequent info becomes available

103 Dashboard Reporting Copyright 2009, SAS Institute Inc. All rights reserved.

104 Copyright 2009, SAS Institute Inc. All rights reserved.

105 Copyright 2009, SAS Institute Inc. All rights reserved.

106 Copyright 2009, SAS Institute Inc. All rights reserved.

107 Copyright 2009, SAS Institute Inc. All rights reserved.

108 Agenda Insurance Fraud growing problem SAS experience Tackling fraud - analytical techniques Tacking fraud - proposed architecture Why and How SAS can help you Copyright 2009, SAS Institute Inc. All rights reserved.

109 Alert Management and Reporting Directs and deduplicates Suppresses alerts (where suppression event) Displays alerts Provides automatic update of reports through portal Copyright 2009, SAS Institute Inc. All rights reserved.

110 SAS Fraud Framework Using a Hybrid Approach for Fraud Detection Copyright 2009, SAS Institute Inc. All rights reserved.

111 Copyright 2009, 2007, SAS Institute Inc. All rights reserved.

112 Velkomst, v. Jim Nielsen, SAS Institute Fakta og trends om det danske forsikringsmarked og værktøjer i kampen mod forsikringssvindel, v. Arne Knippel, Forsikring & Pension Pause Combating insurance fraud, v. David Hartley, SAS EMEA Topdanmark: Sådan arbejder vi med bekæmpelse af forsikringssvindel, v. Ole Peter Rasmussen, Topdanmark Opsamling og konklusioner, v. Esben Ejsing, SAS Institute AGENDA COPYRIGHT 2009, 2008, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

113 SAS Institute Seminar om forsikringssvindel 8. oktober 2009

114 En hverdagsrisiko antal skader pr. dag i bilskader 182 indbrud 133 arbejdsskader 158 brande Øvrige 1.760

115 Normer mht. forsikringsmisbrug før og nu 120. De fleste mennesker forsøger at få en større erstatning end værdien af skaden Helt enig Delvis enig 52% Delvis uenig Helt uenig Ved Ikke % 247. Jeg tror, de fleste mennesker er enig om, at man godt kan snyde forsikringsselskaber lidt uden 40% derved at begå noget kriminelt % Kilde: Jørgen Goul Andersen Borgerne og lovene, Aarhus Universitetsforlag side 357

116 Undersøgelse i Søndags Avisen

117 Kendetegn Der kan opdeles i 3 hovedkategorier Forbrydere, der bevidst og i større målestok svindler De pæne borgere, der fifler med anmeldelser De indbildte syge, de der selv tror på deres lidelse

118 Hvorfor gøre noget Internationale analyser har vist at ca. 10% af skadeudbetalinger er svindel En analyse i Forsikring og Pensions regi har vist, at ca 20% af skaderne på særlige områder som bilbrande og totalforsvundne biler er relateret til svindel Befolkningens holdning til svindel jf. undersøgelser De unge i dag svindler mere end for 10 år siden. Der må derfor henover tid forventes stadig stigende omkostninger til svinde. Skaderegister (Datatilsynet sagde ultimo 2006 nej) Afklaring af svindel er en lavt prioriteret opgave hos Politiet

119 Før og nu Indtil år 2000 År 2000 Kun freelance skadeinspektører Få sager til undersøgelse Lav hitrate Etablering og løbende udvikling af særlig afdeling kun med fokus på svindelsager 5 administrative medarbejdere 8 skadeinspektører

120 Overordnet strategi Sikre en effektiv bekæmpelse af svindel, for derved at opnå at svindlens effekt hos Topdanmark er mindre end det generelle niveau på markedet Forebygge og bekæmpe al slags svindel hos kunder m.fl. Anvende erfaring og nyeste teknologi som midler til bekæmpelse af svindel Overholde gældende lovgivning Arbejdet foregår indenfor de etiske regler publiceret af Forsikring og Pension

121 Hvad gør vi Kunder Processer Medarbejdere Interne samarbejdspartnere Eksterne samarbejdspartnere IT Forebygge (alle) Grovscreene (skadebehandler) Screene Behandle (Svindelkonsulent) Evaluere (Svindelafdeling) Feedback-loop (Svindelafdeling/analytikere)

122 Arrangerede uheld PC-Crash er et avanceret PC program til brug for rekonstruktion og simulering af kollisioner mellem alle former for trafikanter. Kollisioner med op til 32 køretøjer kan simuleres todimensionelt og i 3D. Endvidere kan kollisioner med fodgængere samt andre typer af bløde trafikanter simuleres med angivelse af påvirkninger på den enkelte kropsdel. PC-Crash er udviklet af firmaet Dr. Steffan Datentechnik i Linz i Østrig. Programmet benyttes i de fleste europæiske lande samt i Nordamerika, Canada og Japan.

123 Nye muligheder på godt og ondt

124

125 Medierne Positivt historier, information mv. Negativt den forurettede mod forsikringsselskabet Action Via medier skabe bevidsthed om at det er socialt uacceptabelt at svindle

126

127 Velkomst, v. Jim Nielsen, SAS Institute Fakta og trends om det danske forsikringsmarked og værktøjer i kampen mod forsikringssvindel, v. Arne Knippel, Forsikring & Pension Pause Combating insurance fraud, v. David Hartley, SAS EMEA Topdanmark: Sådan arbejder vi med bekæmpelse af forsikringssvindel, v. Ole Peter Rasmussen, Topdanmark Opsamling og konklusioner, v. Esben Ejsing, SAS Institute AGENDA COPYRIGHT 2009, 2008, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

128 Opsamling og konklusioner 8. oktober 2009 Esben Ejsing Divisionsdirektør Business Advisory, Risk Intelligence COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

129 Kunden er omdrejningspunktet SAS Institutes viden, kompetencer, erfaringer og best practice SUPPORT FORRETNING UDDANNNELSE KUNDEN PROJEKT/ PROCES TEKNOLOGI COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

130 SAS for Insurance Risk Asset/Liability Management Ratemaking & Loss Reserving Operational, Market & Credit Risk Anti-Money Laundering Claims Fraud Detection Finance Scorecards & Dashboards Activity Based Management Budgeting & Planning Consolidation & Reporting Regulatory Compliance Customers Customer Lifetime Value Customer Interaction Management Acquisition, Cross-Sell & Retention Segmentation & Profiling Campaign Management & Optimization Operations Claims Analytics Channel Management Product Profitability Working Planning & Management IT Performance Management COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

131 Hvordan kan SAS Institute hjælpe? Stor erfaring i implementering af komplekse modeller Konsulenter Projektchefer Projektmedarbejdere Procesfacilitator Sparringspartner Revisionsspor Åben arkitektur State-of-the-art statistik COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

132 Handlingsplan SAS Fraud Framework Dato Aktivitet Deltagere firma Deltagere SAS Institute Status Kommentarer 12. oktober 2009 Præsentation af SAS Fraud Frameworkkonceptet 2. november 2009 Fastlæggelse af evalueringsproces 16. Nobember Workshop: Analyse af as is/to be inden for fraud analysis 19. november It- og dataworkshop 9. december Arbejdsmøde: Afdækning af integration af SAS fraud framework i kundens processer Medio december Medio december Ultimo december Januar Gennemgang af business case og to be - proces for SAS Fraud Framework Fastlæggelse af scope og faser for implementering af SAS Fraud Framework Fremlæggelse af tilbud for løsning og scopet leverance Aftale indgåes 1. april 2010 Kickoff for fase 1 Ultimo juli 2010 Go-live fase 1 COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

133 COPYRIGHT 2009, SAS INSTITUTE INC. ALL RIGHTS RESERVED.

HVAD ER VÆRDIEN AF ANALYTICS FOR DIN VIRKSOMHED

HVAD ER VÆRDIEN AF ANALYTICS FOR DIN VIRKSOMHED HVAD ER VÆRDIEN AF ANALYTICS FOR DIN VIRKSOMHED AARHUS D. 26. MAJ 2015 PETER ANDERSEN, SAS INSTITUTE THE POWER TO KNOW HVEM ER SAS INSTITUTE? 91 af top 100-virksomhederne på 2013 FORTUNE Global 500 listen

Læs mere

Melbourne Mercer Global Pension Index

Melbourne Mercer Global Pension Index 15 October 2009 Melbourne Global Pension Index Dr David Knox www.mercer.com.au The Genesis Victorian Government wants to highlight the significant role that Melbourne plays in the pension and funds management

Læs mere

ESG reporting meeting investors needs

ESG reporting meeting investors needs ESG reporting meeting investors needs Carina Ohm Nordic Head of Climate Change and Sustainability Services, EY DIRF dagen, 24 September 2019 Investors have growing focus on ESG EY Investor Survey 2018

Læs mere

Byg din informationsarkitektur ud fra en velafprøvet forståelsesramme The Open Group Architecture Framework (TOGAF)

Byg din informationsarkitektur ud fra en velafprøvet forståelsesramme The Open Group Architecture Framework (TOGAF) Byg din informationsarkitektur ud fra en velafprøvet forståelsesramme The Open Group Framework (TOGAF) Otto Madsen Director of Enterprise Agenda TOGAF og informationsarkitektur på 30 min 1. Introduktion

Læs mere

DK - Quick Text Translation. HEYYER Net Promoter System Magento extension

DK - Quick Text Translation. HEYYER Net Promoter System Magento extension DK - Quick Text Translation HEYYER Net Promoter System Magento extension Version 1.0 15-11-2013 HEYYER / Email Templates Invitation Email Template Invitation Email English Dansk Title Invitation Email

Læs mere

From innovation to market

From innovation to market Nupark Accelerace From innovation to market Public money Accelerace VC Private Equity Stock market Available capital BA 2 What is Nupark Accelerace Hands-on investment and business developmentprograms

Læs mere

Traffic Safety In Public Transport

Traffic Safety In Public Transport Traffic Safety In Public Transport 13 October 2014 Arriva Denmark 2 Arriva Denmark Arriva has been part of public transport in Denmark since 1997 Arriva Denmark provides passenger transport by bus, train

Læs mere

Hasse Poulsson Business Solution Manager SAS Institute Copyright 2004, SAS Institute Inc. All rights reserved.

Hasse Poulsson Business Solution Manager SAS Institute Copyright 2004, SAS Institute Inc. All rights reserved. Teknologi til bekæmpelse af hvidvask Hasse Poulsson Business Solution Manager SAS Institute Copyright 2004, SAS Institute Inc. All rights reserved. Anti-Money Laundering Solution Fordele ved teknologi

Læs mere

Vores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov.

Vores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov. På dansk/in Danish: Aarhus d. 10. januar 2013/ the 10 th of January 2013 Kære alle Chefer i MUS-regi! Vores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov. Og

Læs mere

make connections share ideas be inspired

make connections share ideas be inspired make connections share ideas be inspired Integration af prædiktive analyser og operationelle forretningsregler med SAS Decision Manager Kristina Birch, chefkonsulent Professional Services, Banking & Mortgage

Læs mere

Financing and procurement models for light rails in a new financial landscape

Financing and procurement models for light rails in a new financial landscape Financing and procurement models for light rails in a new financial landscape Jens Hoeck, Partner, Capital Markets Services 8 November 2011 Content 1. Why a need for rethinking 2. Criteria for a rethought

Læs mere

Hvordan bekæmper Alm. Brand forsikringssvindel med SAS Fraud Framework for Insurance?

Hvordan bekæmper Alm. Brand forsikringssvindel med SAS Fraud Framework for Insurance? SAS USER FORUM SAS USER FORUM Hvordan bekæmper Alm. Brand forsikringssvindel med SAS Fraud Framework for Insurance? Brian Egested, Afdelingschef, Alm. Brand Søren Olsen, Senior Consultant, Risk & Fraud,

Læs mere

Portal Registration. Check Junk Mail for activation . 1 Click the hyperlink to take you back to the portal to confirm your registration

Portal Registration. Check Junk Mail for activation  . 1 Click the hyperlink to take you back to the portal to confirm your registration Portal Registration Step 1 Provide the necessary information to create your user. Note: First Name, Last Name and Email have to match exactly to your profile in the Membership system. Step 2 Click on the

Læs mere

United Nations Secretariat Procurement Division

United Nations Secretariat Procurement Division United Nations Secretariat Procurement Division Vendor Registration Overview Higher Standards, Better Solutions The United Nations Global Marketplace (UNGM) Why Register? On-line registration Free of charge

Læs mere

Teknologispredning i sundhedsvæsenet DK ITEK: Sundhedsteknologi som grundlag for samarbejde og forretningsudvikling

Teknologispredning i sundhedsvæsenet DK ITEK: Sundhedsteknologi som grundlag for samarbejde og forretningsudvikling Teknologispredning i sundhedsvæsenet DK ITEK: Sundhedsteknologi som grundlag for samarbejde og forretningsudvikling 6.5.2009 Jacob Schaumburg-Müller jacobs@microsoft.com Direktør, politik og strategi Microsoft

Læs mere

IBM WebSphere Operational Decision Management

IBM WebSphere Operational Decision Management IBM WebSphere Operational Decision Management 8 0 29., WebSphere Operational Decision Management 8, 0, 0. Copyright IBM Corporation 2008, 2012. ........... 1 :......... 1 1: Decision Center....... 3 1

Læs mere

DSB s egen rejse med ny DSB App. Rubathas Thirumathyam Principal Architect Mobile

DSB s egen rejse med ny DSB App. Rubathas Thirumathyam Principal Architect Mobile DSB s egen rejse med ny DSB App Rubathas Thirumathyam Principal Architect Mobile Marts 2018 AGENDA 1. Ny App? Ny Silo? 2. Kunden => Kunderne i centrum 1 Ny app? Ny silo? 3 Mødetitel Velkommen til Danske

Læs mere

Privat-, statslig- eller regional institution m.v. Andet Added Bekaempelsesudfoerende: string No Label: Bekæmpelsesudførende

Privat-, statslig- eller regional institution m.v. Andet Added Bekaempelsesudfoerende: string No Label: Bekæmpelsesudførende Changes for Rottedatabasen Web Service The coming version of Rottedatabasen Web Service will have several changes some of them breaking for the exposed methods. These changes and the business logic behind

Læs mere

Basic statistics for experimental medical researchers

Basic statistics for experimental medical researchers Basic statistics for experimental medical researchers Sample size calculations September 15th 2016 Christian Pipper Department of public health (IFSV) Faculty of Health and Medicinal Science (SUND) E-mail:

Læs mere

Agenda. The need to embrace our complex health care system and learning to do so. Christian von Plessen Contributors to healthcare services in Denmark

Agenda. The need to embrace our complex health care system and learning to do so. Christian von Plessen Contributors to healthcare services in Denmark Agenda The need to embrace our complex health care system and learning to do so. Christian von Plessen Contributors to healthcare services in Denmark Colitis and Crohn s association Denmark. Charlotte

Læs mere

SAS for Customer Experience Analytics

SAS for Customer Experience Analytics SAS for Customer Experience Analytics Michael Garver Senior Business Advisor, Customer Intelligence Det uafvendelige skift hos kunderne.. Stigning i online shopping og service m.v. Dankort & edankort Int.

Læs mere

Generalized Probit Model in Design of Dose Finding Experiments. Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US

Generalized Probit Model in Design of Dose Finding Experiments. Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US Generalized Probit Model in Design of Dose Finding Experiments Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US Outline Motivation Generalized probit model Utility function Locally optimal designs

Læs mere

IPv6 Application Trial Services. 2003/08/07 Tomohide Nagashima Japan Telecom Co., Ltd.

IPv6 Application Trial Services. 2003/08/07 Tomohide Nagashima Japan Telecom Co., Ltd. IPv6 Application Trial Services 2003/08/07 Tomohide Nagashima Japan Telecom Co., Ltd. Outline Our Trial Service & Technology Details Activity & Future Plan 2 Outline Our Trial Service & Technology Details

Læs mere

Intelligent kontrol med SAS

Intelligent kontrol med SAS Intelligent kontrol med SAS Hvordan sikrer du dig gennemsigtighed i kontrollen? Business Development Manager Malene Haxholdt 19. april 2007 Agenda Kontrolopgaven Data mining og kontrol Hvad er data mining?

Læs mere

LEADit & USEit 2018 CampusHuset - Campus Bindslevs Plads i Silkeborg 25. Oktober 2018

LEADit & USEit 2018 CampusHuset - Campus Bindslevs Plads i Silkeborg 25. Oktober 2018 LEADit & USEit 2018 CampusHuset - Campus Bindslevs Plads i Silkeborg 25. Oktober 2018 Global visibility for assets and field equipment - Enhancing efficiency, utilization, and safety Agenda Forhistorie,

Læs mere

l i n d a b presentation CMD 07 Business area Ventilation

l i n d a b presentation CMD 07 Business area Ventilation l i n d a b presentation CMD 07 Business area Ventilation 1 Ventilation Sales LTM June 4 097 MSEK EBIT LTM June 449 MSEK 11,0% Two Divisions ADS 85% Comfort 15% YTD June 07 % Sales +31 Nordic countries

Læs mere

Statistical information form the Danish EPC database - use for the building stock model in Denmark

Statistical information form the Danish EPC database - use for the building stock model in Denmark Statistical information form the Danish EPC database - use for the building stock model in Denmark Kim B. Wittchen Danish Building Research Institute, SBi AALBORG UNIVERSITY Certification of buildings

Læs mere

IBM Network Station Manager. esuite 1.5 / NSM Integration. IBM Network Computer Division. tdc - 02/08/99 lotusnsm.prz Page 1

IBM Network Station Manager. esuite 1.5 / NSM Integration. IBM Network Computer Division. tdc - 02/08/99 lotusnsm.prz Page 1 IBM Network Station Manager esuite 1.5 / NSM Integration IBM Network Computer Division tdc - 02/08/99 lotusnsm.prz Page 1 New esuite Settings in NSM The Lotus esuite Workplace administration option is

Læs mere

Black Jack --- Review. Spring 2012

Black Jack --- Review. Spring 2012 Black Jack --- Review Spring 2012 Simulation Simulation can solve real-world problems by modeling realworld processes to provide otherwise unobtainable information. Computer simulation is used to predict

Læs mere

Sport for the elderly

Sport for the elderly Sport for the elderly - Teenagers of the future Play the Game 2013 Aarhus, 29 October 2013 Ditte Toft Danish Institute for Sports Studies +45 3266 1037 ditte.toft@idan.dk A growing group in the population

Læs mere

Small Autonomous Devices in civil Engineering. Uses and requirements. By Peter H. Møller Rambøll

Small Autonomous Devices in civil Engineering. Uses and requirements. By Peter H. Møller Rambøll Small Autonomous Devices in civil Engineering Uses and requirements By Peter H. Møller Rambøll BACKGROUND My Background 20+ years within evaluation of condition and renovation of concrete structures Last

Læs mere

Procuring sustainable refurbishment

Procuring sustainable refurbishment SURE den 21. marts 2012 Procuring sustainable refurbishment Niels-Arne Jensen, Copenhagen City Properties (KEjd) Copenhagen Municipality KOMMUNE 1 Agenda About Copenhagen City Properties Background and

Læs mere

Security & Risk Management Update 2017

Security & Risk Management Update 2017 Security & Risk Management Update 2017 Scandic Bygholm Park, Horsens, den 1. juni 2017 Premium partner: Partnere: Beredskab in action - processen fra hændelse til oprydning Kim Elgaard 1.juni 2017 Hvad

Læs mere

Hvor er mine runde hjørner?

Hvor er mine runde hjørner? Hvor er mine runde hjørner? Ofte møder vi fortvivlelse blandt kunder, når de ser deres nye flotte site i deres browser og indser, at det ser anderledes ud, i forhold til det design, de godkendte i starten

Læs mere

Projektledelse i praksis

Projektledelse i praksis Projektledelse i praksis - Hvordan skaber man (grundlaget) for gode beslutninger? Martin Malis Business Consulting, NNIT mtmi@nnit.com 20. maj, 2010 Agenda Project Governance Portfolio Management Project

Læs mere

Hvad er Asset Management

Hvad er Asset Management Hvad er Asset Management 1 Klaus Rosendal Head of the Water Department Grontmij Denmark M : +45 2723 6645 E: Klaus.Rosendal@grontmij.dk Javier Serrano Alonso Technical Director Grontmij UK M : +44 7738

Læs mere

Handelsbanken. Lennart Francke, Head of Accounting and Control. UBS Annual Nordic Financial Service Conference August 25, 2005

Handelsbanken. Lennart Francke, Head of Accounting and Control. UBS Annual Nordic Financial Service Conference August 25, 2005 Handelsbanken Lennart Francke, Head of Accounting and Control UBS Annual Nordic Financial Service Conference August 25, 2005 UBS Annual Nordic Financial Service Conference Handelsbanken, first half-year

Læs mere

Asking whether there are commission fees when you withdraw money in a certain country

Asking whether there are commission fees when you withdraw money in a certain country - General Can I withdraw money in [country] without paying fees? Kan jeg hæve penge i [land] uden at betale gebyrer? Asking whether there are commission fees when you withdraw money in a certain country

Læs mere

Asking whether there are commission fees when you withdraw money in a certain country

Asking whether there are commission fees when you withdraw money in a certain country - General Kan jeg hæve penge i [land] uden at betale gebyrer? Can I withdraw money in [country] without paying fees? Asking whether there are commission fees when you withdraw money in a certain country

Læs mere

Constant Terminal Voltage. Industry Workshop 1 st November 2013

Constant Terminal Voltage. Industry Workshop 1 st November 2013 Constant Terminal Voltage Industry Workshop 1 st November 2013 Covering; Reactive Power & Voltage Requirements for Synchronous Generators and how the requirements are delivered Other countries - A different

Læs mere

Project Step 7. Behavioral modeling of a dual ported register set. 1/8/ L11 Project Step 5 Copyright Joanne DeGroat, ECE, OSU 1

Project Step 7. Behavioral modeling of a dual ported register set. 1/8/ L11 Project Step 5 Copyright Joanne DeGroat, ECE, OSU 1 Project Step 7 Behavioral modeling of a dual ported register set. Copyright 2006 - Joanne DeGroat, ECE, OSU 1 The register set Register set specifications 16 dual ported registers each with 16- bit words

Læs mere

Cross-Sectorial Collaboration between the Primary Sector, the Secondary Sector and the Research Communities

Cross-Sectorial Collaboration between the Primary Sector, the Secondary Sector and the Research Communities Cross-Sectorial Collaboration between the Primary Sector, the Secondary Sector and the Research Communities B I R G I T T E M A D S E N, P S Y C H O L O G I S T Agenda Early Discovery How? Skills, framework,

Læs mere

Central Statistical Agency.

Central Statistical Agency. Central Statistical Agency www.csa.gov.et 1 Outline Introduction Characteristics of Construction Aim of the Survey Methodology Result Conclusion 2 Introduction Meaning of Construction Construction may

Læs mere

SKEMA TIL AFRAPPORTERING EVALUERINGSRAPPORT

SKEMA TIL AFRAPPORTERING EVALUERINGSRAPPORT SKEMA TIL AFRAPPORTERING EVALUERINGSRAPPORT OBS! Excel-ark/oversigt over fagelementernes placering i A-, B- og C-kategorier skal vedlægges rapporten. - Følgende bedes udfyldt som del af den Offentliggjorte

Læs mere

Trolling Master Bornholm 2014

Trolling Master Bornholm 2014 Trolling Master Bornholm 2014 (English version further down) Populært med tidlig færgebooking Booking af færgebilletter til TMB 2014 er populært. Vi har fået en stribe mails fra teams, som har booket,

Læs mere

The X Factor. Målgruppe. Læringsmål. Introduktion til læreren klasse & ungdomsuddannelser Engelskundervisningen

The X Factor. Målgruppe. Læringsmål. Introduktion til læreren klasse & ungdomsuddannelser Engelskundervisningen The X Factor Målgruppe 7-10 klasse & ungdomsuddannelser Engelskundervisningen Læringsmål Eleven kan give sammenhængende fremstillinger på basis af indhentede informationer Eleven har viden om at søge og

Læs mere

Director Onboarding Værktøj til at sikre at nye bestyrelsesmedlemmer hurtigt får indsigt og kommer up to speed

Director Onboarding Værktøj til at sikre at nye bestyrelsesmedlemmer hurtigt får indsigt og kommer up to speed Director Onboarding Værktøj til at sikre at nye bestyrelsesmedlemmer hurtigt får indsigt og kommer up to speed 12. november 2014 Indhold Onboarding/Induction Nomineringsudvalg/vederlagsudvalg Page 2 Onboarding/Induction

Læs mere

Bilag. Resume. Side 1 af 12

Bilag. Resume. Side 1 af 12 Bilag Resume I denne opgave, lægges der fokus på unge og ensomhed gennem sociale medier. Vi har i denne opgave valgt at benytte Facebook som det sociale medie vi ligger fokus på, da det er det største

Læs mere

applies equally to HRT and tibolone this should be made clear by replacing HRT with HRT or tibolone in the tibolone SmPC.

applies equally to HRT and tibolone this should be made clear by replacing HRT with HRT or tibolone in the tibolone SmPC. Annex I English wording to be implemented SmPC The texts of the 3 rd revision of the Core SPC for HRT products, as published on the CMD(h) website, should be included in the SmPC. Where a statement in

Læs mere

Patientinddragelse i forskning. Lars Henrik Jensen Overlæge, ph.d., lektor

Patientinddragelse i forskning. Lars Henrik Jensen Overlæge, ph.d., lektor Patientinddragelse i forskning Lars Henrik Jensen Overlæge, ph.d., lektor BMC Health Services Research 2014, 14:89 142 studies that described a spectrum of engagement Engagement was feasible in most settings

Læs mere

Bookingmuligheder for professionelle brugere i Dansehallerne 2015-16

Bookingmuligheder for professionelle brugere i Dansehallerne 2015-16 Bookingmuligheder for professionelle brugere i Dansehallerne 2015-16 Modtager man økonomisk støtte til et danseprojekt, har en premieredato og er professionel bruger af Dansehallerne har man mulighed for

Læs mere

Mission and Vision. ISPE Nordic PAT COP Marts Jesper Wagner, AN GROUP A/S, Mejeribakken 8, 3540 Lynge, Denmark

Mission and Vision. ISPE Nordic PAT COP Marts Jesper Wagner, AN GROUP A/S, Mejeribakken 8, 3540 Lynge, Denmark Mission and Vision ISPE Nordic PAT COP Marts 2007 Mission Statement To provide a professional technical group to support all levels of competence of Process Analytical Technology within the Scandinavian

Læs mere

Humanistisk Disruption. Morten Albæk Menneske og grundlægger af Voluntas Investments & Advisory November, 2016

Humanistisk Disruption. Morten Albæk Menneske og grundlægger af Voluntas Investments & Advisory November, 2016 Humanistisk Disruption Morten Albæk Menneske og grundlægger af Voluntas Investments & Advisory November, 2016 Verden er midt i to simultane transformationer der vil ændre måden hvorpå vi leder, innoverer

Læs mere

Velkommen til IFF QA erfa møde d. 15. marts Erfaringer med miljømonitorering og tolkning af nyt anneks 1.

Velkommen til IFF QA erfa møde d. 15. marts Erfaringer med miljømonitorering og tolkning af nyt anneks 1. Velkommen til IFF QA erfa møde d. 15. marts 2018 Erfaringer med miljømonitorering og tolkning af nyt anneks 1. 1 Fast agenda kl.16.30-18.00 1. Nyt fra kurser, seminarer, myndighedsinspektioner, audit som

Læs mere

PEMS RDE Workshop. AVL M.O.V.E Integrative Mobile Vehicle Evaluation

PEMS RDE Workshop. AVL M.O.V.E Integrative Mobile Vehicle Evaluation PEMS RDE Workshop AVL M.O.V.E Integrative Mobile Vehicle Evaluation NEW - M.O.V.E Mobile Testing Platform Key Requirements for Measuring Systems Robustness Shock / vibrations Change of environment Compact

Læs mere

xrm både en applikation og en ramme for hurtig udvikling af løsninger til strukturet relationshåndtering og understøttelse af forretningsprocesser

xrm både en applikation og en ramme for hurtig udvikling af løsninger til strukturet relationshåndtering og understøttelse af forretningsprocesser Relationer xrm både en applikation og en ramme for hurtig udvikling af løsninger til strukturet relationshåndtering og understøttelse af forretningsprocesser Susanne Christoph, salgschef & Henrik Ditlevsen,

Læs mere

CGI Microsoft-dagen 2015

CGI Microsoft-dagen 2015 Velkommen til: CGI Microsoft-dagen 2015 Torben Ryttersgaard Vice President, CGI Danmark CGI Group Inc. 2015 Dagens agenda 1 2 3 4 5 6 7 09.00-09.15: Velkommen 09.15-10.00: Plenum-indlæg: PANDORA 10.15-11.00:

Læs mere

BUSINESS ANALYTICS CHALLENGE 2017 DATA

BUSINESS ANALYTICS CHALLENGE 2017 DATA BUSINESS ANALYTICS CHALLENGE 2017 DATA OVERVIEW INTRODUCTION FINANCIAL DATA - BEHAVIOURAL DATA (DANSKE BANK) - ANNUAL REPORTS OPEN DATA - REGISTER DATA - LAND REGISTRATION EXTERNAL DATA - ATTRACTIONS (SEPTIMA)

Læs mere

Aktivering af Survey funktionalitet

Aktivering af Survey funktionalitet Surveys i REDCap REDCap gør det muligt at eksponere ét eller flere instrumenter som et survey (spørgeskema) som derefter kan udfyldes direkte af patienten eller forsøgspersonen over internettet. Dette

Læs mere

Help / Hjælp

Help / Hjælp Home page Lisa & Petur www.lisapetur.dk Help / Hjælp Help / Hjælp General The purpose of our Homepage is to allow external access to pictures and videos taken/made by the Gunnarsson family. The Association

Læs mere

User Manual for LTC IGNOU

User Manual for LTC IGNOU User Manual for LTC IGNOU 1 LTC (Leave Travel Concession) Navigation: Portal Launch HCM Application Self Service LTC Self Service 1. LTC Advance/Intimation Navigation: Launch HCM Application Self Service

Læs mere

Engelsk. Niveau C. De Merkantile Erhvervsuddannelser September 2005. Casebaseret eksamen. www.jysk.dk og www.jysk.com.

Engelsk. Niveau C. De Merkantile Erhvervsuddannelser September 2005. Casebaseret eksamen. www.jysk.dk og www.jysk.com. 052430_EngelskC 08/09/05 13:29 Side 1 De Merkantile Erhvervsuddannelser September 2005 Side 1 af 4 sider Casebaseret eksamen Engelsk Niveau C www.jysk.dk og www.jysk.com Indhold: Opgave 1 Presentation

Læs mere

IBM Software Group. SOA v akciji. Srečko Janjić WebSphere Business Integration technical presales IBM Software Group, CEMA / SEA IBM Corporation

IBM Software Group. SOA v akciji. Srečko Janjić WebSphere Business Integration technical presales IBM Software Group, CEMA / SEA IBM Corporation IBM Software Group SOA v akciji Srečko Janjić Business Integration technical presales IBM Software Group, CEMA / SEA Service Oriented Architecture Design principles and technology for building reusable,

Læs mere

Our activities. Dry sales market. The assortment

Our activities. Dry sales market. The assortment First we like to start to introduce our activities. Kébol B.V., based in the heart of the bulb district since 1989, specialises in importing and exporting bulbs world-wide. Bulbs suitable for dry sale,

Læs mere

Forskning og udvikling i almindelighed og drivkraften i særdeleshed Bindslev, Henrik

Forskning og udvikling i almindelighed og drivkraften i særdeleshed Bindslev, Henrik Syddansk Universitet Forskning og udvikling i almindelighed og drivkraften i særdeleshed Bindslev, Henrik Publication date: 2009 Document version Final published version Citation for pulished version (APA):

Læs mere

Enterprise Strategy Program

Enterprise Strategy Program Enterprise Strategy Program Putting Business Before Technology Anders Bonde Enterprise Strategy Lead, Microsoft Services Denmark Er Enterprise Strategy noget for dig? Det ultimative spørgsmål... Måske

Læs mere

Molio specifications, development and challenges. ICIS DA 2019 Portland, Kim Streuli, Molio,

Molio specifications, development and challenges. ICIS DA 2019 Portland, Kim Streuli, Molio, Molio specifications, development and challenges ICIS DA 2019 Portland, Kim Streuli, Molio, 2019-06-04 Introduction The current structure is challenged by different factors. These are for example : Complex

Læs mere

Brüel & Kjær cooperation with Turbomeca - France

Brüel & Kjær cooperation with Turbomeca - France Brüel & Kjær cooperation with Turbomeca - France www.bksv.com Brüel & Kjær Sound & Vibration Measurement A/S. Copyright Brüel & Kjær. All Rights Reserved. Turbomeca Turbine manufacturer - France 6,360

Læs mere

RoE timestamp and presentation time in past

RoE timestamp and presentation time in past RoE timestamp and presentation time in past Jouni Korhonen Broadcom Ltd. 5/26/2016 9 June 2016 IEEE 1904 Access Networks Working Group, Hørsholm, Denmark 1 Background RoE 2:24:6 timestamp was recently

Læs mere

X M Y. What is mediation? Mediation analysis an introduction. Definition

X M Y. What is mediation? Mediation analysis an introduction. Definition What is mediation? an introduction Ulla Hvidtfeldt Section of Social Medicine - Investigate underlying mechanisms of an association Opening the black box - Strengthen/support the main effect hypothesis

Læs mere

IBM WebSphere Operational Decision Management

IBM WebSphere Operational Decision Management IBM WebSphere Operational Decision Management 8 0 45., WebSphere Operational Decision Management 8, 0, 0. Copyright IBM Corporation 2008, 2012. ........... 1 1:........ 2....... 3 Event Runtime...... 11...........

Læs mere

how to save excel as pdf

how to save excel as pdf 1 how to save excel as pdf This guide will show you how to save your Excel workbook as PDF files. Before you do so, you may want to copy several sheets from several documents into one document. To do so,

Læs mere

Data Mining. Competing on Analytics seminar D. 12. december 2007 Kristina Birch. Copyright 2006, SAS Institute Inc. All rights reserved.

Data Mining. Competing on Analytics seminar D. 12. december 2007 Kristina Birch. Copyright 2006, SAS Institute Inc. All rights reserved. Data Mining Competing on Analytics seminar D. 12. december 2007 Kristina Birch Agenda Præsentation Hvad er data mining? - og hvorfor taler vi om det? Fra data til analyse til viden Business Drivers for

Læs mere

Text mining hos MAN Diesel

Text mining hos MAN Diesel Text mining hos MAN Diesel Stine Fangel, SAS Institute COPYRIGHT 2009, SAS INSTITUTE INC ALL RIGHTS RESERVED Hvad får du med fra dette indlæg? Eksempel på anvendelse af text og data mining Viden om, hvordan

Læs mere

H2020 DiscardLess ( ) Lessons learnt. Chefkonsulent, seniorrådgiver Erling P. Larsen, DTU Aqua, Denmark,

H2020 DiscardLess ( ) Lessons learnt.   Chefkonsulent, seniorrådgiver Erling P. Larsen, DTU Aqua, Denmark, H2020 DiscardLess (2015-2019) Lessons learnt www.discardless.eu Chefkonsulent, seniorrådgiver Erling P. Larsen, DTU Aqua, Denmark, Fra ændrede fiskeredskaber til cost-benefit analyser Endnu et skifte i

Læs mere

PR day 7. Image+identity+profile=branding

PR day 7. Image+identity+profile=branding PR day 7 Image+identity+profile=branding A few definitions Public Relations is the planned and sustained effort to establish and maintain goodwill and understanding between an organisation and it s public.

Læs mere

Online kursus: Certified Information Security Manager (CISM)

Online kursus: Certified Information Security Manager (CISM) Online kursus 365 dage DKK 5.999 Nr. 72845 P ekskl. moms Online kursus: Certified Information Security Manager (CISM) Dette kursus ser på rollen af informationssikkerhed og styring i en organisation. På

Læs mere

Managing stakeholders on major projects. - Learnings from Odense Letbane. Benthe Vestergård Communication director Odense Letbane P/S

Managing stakeholders on major projects. - Learnings from Odense Letbane. Benthe Vestergård Communication director Odense Letbane P/S Managing stakeholders on major projects - Learnings from Odense Letbane Benthe Vestergård Communication director Odense Letbane P/S Light Rail Day, Bergen 15 November 2016 Slide om Odense Nedenstående

Læs mere

Danish Language Course for International University Students Copenhagen, 12 July 1 August Application form

Danish Language Course for International University Students Copenhagen, 12 July 1 August Application form Danish Language Course for International University Students Copenhagen, 12 July 1 August 2017 Application form Must be completed on the computer in Danish or English All fields are mandatory PERSONLIGE

Læs mere

Forslag til implementering af ResearcherID og ORCID på SCIENCE

Forslag til implementering af ResearcherID og ORCID på SCIENCE SCIENCE Forskningsdokumentation Forslag til implementering af ResearcherID og ORCID på SCIENCE SFU 12.03.14 Forslag til implementering af ResearcherID og ORCID på SCIENCE Hvad er WoS s ResearcherID? Hvad

Læs mere

Trolling Master Bornholm 2016 Nyhedsbrev nr. 3

Trolling Master Bornholm 2016 Nyhedsbrev nr. 3 Trolling Master Bornholm 2016 Nyhedsbrev nr. 3 English version further down Den første dag i Bornholmerlaks konkurrencen Formanden for Bornholms Trollingklub, Anders Schou Jensen (og meddomer i TMB) fik

Læs mere

Engelsk. Niveau D. De Merkantile Erhvervsuddannelser September Casebaseret eksamen. og

Engelsk. Niveau D. De Merkantile Erhvervsuddannelser September Casebaseret eksamen.  og 052431_EngelskD 08/09/05 13:29 Side 1 De Merkantile Erhvervsuddannelser September 2005 Side 1 af 4 sider Casebaseret eksamen Engelsk Niveau D www.jysk.dk og www.jysk.com Indhold: Opgave 1 Presentation

Læs mere

Trolling Master Bornholm 2012

Trolling Master Bornholm 2012 Trolling Master Bornholm 1 (English version further down) Tak for denne gang Det var en fornøjelse især jo også fordi vejret var med os. Så heldig har vi aldrig været før. Vi skal evaluere 1, og I må meget

Læs mere

Lovkrav vs. udvikling af sundhedsapps

Lovkrav vs. udvikling af sundhedsapps Lovkrav vs. udvikling af sundhedsapps Health apps give patients better control User Data Social media Pharma Products User behaviour Relatives www Self monitoring (app) data extract Healthcare specialists

Læs mere

PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU

PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU OUTLINE INEFFICIENCY OF ATTILA WAYS TO PARALLELIZE LOW COMPATIBILITY IN THE COMPILATION A SOLUTION

Læs mere

extreme Programming Kunders og udvikleres menneskerettigheder

extreme Programming Kunders og udvikleres menneskerettigheder extreme Programming Software Engineering 13 1 Kunders og udvikleres menneskerettigheder Kunder: At sætte mål og få projektet til at følge dem At kende varighed og pris At bestemme softwarefunktionalitet

Læs mere

Fart på SAP HANA. Sådan laver du analyser direkte på dine data i realtid. Copyright 2012 FUJITSU. Fujitsu IT Future, København, den 16.

Fart på SAP HANA. Sådan laver du analyser direkte på dine data i realtid. Copyright 2012 FUJITSU. Fujitsu IT Future, København, den 16. Fart på SAP HANA Sådan laver du analyser direkte på dine data i realtid 0 Flemming Grand Saphira Consulting Mobile: +45 30 78 45 86 Email: flemming.grand@saphiraconsulting.com Allan Christiansen Fujitsu

Læs mere

SAS Corporate Program Website

SAS Corporate Program Website SAS Corporate Program Website Dear user We have developed SAS Corporate Program Website to make the administration of your company's travel activities easier. You can read about it in this booklet, which

Læs mere

Vendor Management Strategies for Managing Your Outsource Relationships

Vendor Management Strategies for Managing Your Outsource Relationships Vendor Management Strategies for Managing Your Outsource Relationships Scott C. Lessard Sr. Program Manager, Global Support Agenda 2008 NetApp. All rights reserved. 2 Vendor Selection 4 Steps to Vendor

Læs mere

Brug sømbrættet til at lave sjove figurer. Lav fx: Få de andre til at gætte, hvad du har lavet. Use the nail board to make funny shapes.

Brug sømbrættet til at lave sjove figurer. Lav fx: Få de andre til at gætte, hvad du har lavet. Use the nail board to make funny shapes. Brug sømbrættet til at lave sjove figurer. Lav f: Et dannebrogsflag Et hus med tag, vinduer og dør En fugl En bil En blomst Få de andre til at gætte, hvad du har lavet. Use the nail board to make funn

Læs mere

Strategic Capital ApS has requested Danionics A/S to make the following announcement prior to the annual general meeting on 23 April 2013:

Strategic Capital ApS has requested Danionics A/S to make the following announcement prior to the annual general meeting on 23 April 2013: Copenhagen, 23 April 2013 Announcement No. 9/2013 Danionics A/S Dr. Tværgade 9, 1. DK 1302 Copenhagen K, Denmark Tel: +45 88 91 98 70 Fax: +45 88 91 98 01 E-mail: investor@danionics.dk Website: www.danionics.dk

Læs mere

Differential Evolution (DE) "Biologically-inspired computing", T. Krink, EVALife Group, Univ. of Aarhus, Denmark

Differential Evolution (DE) Biologically-inspired computing, T. Krink, EVALife Group, Univ. of Aarhus, Denmark Differential Evolution (DE) Differential Evolution (DE) (Storn and Price, 199) Step 1 - Initialize and evaluate Generate a random start population and evaluate the individuals x 2 search space x 1 Differential

Læs mere

Vina Nguyen HSSP July 13, 2008

Vina Nguyen HSSP July 13, 2008 Vina Nguyen HSSP July 13, 2008 1 What does it mean if sets A, B, C are a partition of set D? 2 How do you calculate P(A B) using the formula for conditional probability? 3 What is the difference between

Læs mere

Design til digitale kommunikationsplatforme-f2013

Design til digitale kommunikationsplatforme-f2013 E-travellbook Design til digitale kommunikationsplatforme-f2013 ITU 22.05.2013 Dreamers Lana Grunwald - svetlana.grunwald@gmail.com Iya Murash-Millo - iyam@itu.dk Hiwa Mansurbeg - hiwm@itu.dk Jørgen K.

Læs mere

Statistik for MPH: 7

Statistik for MPH: 7 Statistik for MPH: 7 3. november 2011 www.biostat.ku.dk/~pka/mph11 Attributable risk, bestemmelse af stikprøvestørrelse (Silva: 333-365, 381-383) Per Kragh Andersen 1 Fra den 6. uges statistikundervisning:

Læs mere

Vandeffektive mejerier. Projekter mellem Arla Foods og Ecolab

Vandeffektive mejerier. Projekter mellem Arla Foods og Ecolab 1 Vandeffektive mejerier Projekter mellem Arla Foods og Ecolab Optimisation of TCO (Total Cost of Operations) 2 3 TCO Project Model TASK FORCE ANALYSIS OPTIMIZATION VALIDATION Prioritization of projects

Læs mere

Are you hiring Newcomers?

Are you hiring Newcomers? Are you hiring Newcomers? Newcomer Service offers free support You are welcome to contact Newcomer Service when you wish to: Forward information on life in Esbjerg to attract newcomers Receive advise on

Læs mere

Measuring the Impact of Bicycle Marketing Messages. Thomas Krag Mobility Advice Trafikdage i Aalborg, 27.08.2013

Measuring the Impact of Bicycle Marketing Messages. Thomas Krag Mobility Advice Trafikdage i Aalborg, 27.08.2013 Measuring the Impact of Bicycle Marketing Messages Thomas Krag Mobility Advice Trafikdage i Aalborg, 27.08.2013 The challenge Compare The pilot pictures The choice The survey technique Only one picture

Læs mere

TM4 Central Station. User Manual / brugervejledning K2070-EU. Tel Fax

TM4 Central Station. User Manual / brugervejledning K2070-EU. Tel Fax TM4 Central Station User Manual / brugervejledning K2070-EU STT Condigi A/S Niels Bohrs Vej 42, Stilling 8660 Skanderborg Denmark Tel. +45 87 93 50 00 Fax. +45 87 93 50 10 info@sttcondigi.com www.sttcondigi.com

Læs mere

Studieordning del 3,

Studieordning del 3, Studieordning del 3, 2014-2016 Autoteknolog, Valgfri Uddannelseselementer Academy Profession Degree in Automotive Technology Version 0.1 Revideret 19. august 2015 Side 0 af 6 Indhold Studieordningens del

Læs mere