Data Imperative Getting the Single Source of Truth. CS Lee 27 th August 2015
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1 to Data Imperative Getting the Single Source of Truth CS Lee 27 th August 2015
2 Data Sources Historical data System Replacements System Migrations Merger & Acquisition Data Feeds Banks, Partnerships New data types Social media Public s 2
3 Common data problems Lack of information standards Different formats & structures across different systems Data surprises in individual fields Data misplaced in the database Information buried in free-form fields Descriptions, addresses Data myopia Lack of consistent identifiers inhibit a single view The redundancy nightmare Duplicate records with a lack of standards Kate A. Roberts 416 Columbus Ave #2, Boston, Mass Catherine Roberts Four sixteen Columbus APT2, Boston, MA Mrs. K. Roberts 416 Columbus Suite #2, Suffolk County Name Tax ID Telephone J Smith DBA Lime Cons Williams & Co. C/O Bill st Natl Provident HP 15 State St Orlando WING ASSY DRILL 4 HOLE USE 5J868A HEXBOLT 1/4 INCH WING ASSEMBY, USE 5J868-A HEX BOLT.25 - DRILL FOUR HOLES USE 4 5J868A BOLTS (HEX.25) - DRILL HOLES FOR EA ON WING ASSEM RUDER, TAP 6 WHOLES, SECURE W/KL2301 RIVETS (10 CM) RS232 Cable 6' M-F CandS CS ft. Cable Male-F, RS232 #87951 C&SUCH6 Male/Female 25 PIN 6 Foot Cable IBM 187 N.Pk. Str. Salem NH I.B.M. Inc. 187 N.Pk. St. Salem NH Int. Bus. Machines 187 No. Park St Salem NH International Bus. M. 187 Park Ave Salem NH Inter-Nation Consults 15 Main Street Andover MA I.B. Manufacturing Park Blvd. Bostno MA
4 Data Quality Dependency CRM, AFM ScoreCard, Behavior Trending KPIs etc Core Business Transaction Data Consistency Completeness Accuracy Uniformity 4
5 Use a Data Quality Methodology Knowing Cleansing Retaining Profiling Standardization Matching Survivorship Obtains 100% visibility into actual data condition Analyze single domain as well as free form fields Generate frequency counts of unique values Uncovers trends and discrepancies Parse free-form fields Standardize data Incorporate business or industry standards Apply phonetic coding to key words Match identical or near-identical entities within one or more files using with proven techniques Creates consolidated view of an entity Establishes crossreferences Create Best of Breed representation of the data Cross-populate multiple data files with best of breed values Resolves conflicting data values based on user-defined business rules Strictly Private & Confidential Page 5
6 Tested & Proven Methodology 1. Data Extraction & Metadata Capture 2. Data Audit & Profiling 3. Data Cleansing 4. Data Mapping Alignment & Conversion 5. Data Validation 6. Test Migration 7. Data Load Extracted Flat Files in Staging Area Cleansed Consolidated and merge data UAT and Test Case Pass UAT and Test Case Source 1 Source 2 Source 3 Master Data - Asset type - Addresses - Region - State - Daerah - PostCode - City - Tmn / Bdr - Jln / Lrg - Rates - etc Data Cleansing Reject or Unmatched Data Reject Unmatched data will be send for Clerical Review. - Review and fine tune cleansing rules Mapping Criteria Common Target Format Re-evaluate Mapping Criteria and repeat step 4 onwards. Cleansed consolidated & merge data Fail UAT and Test Case Populate and load cleansed / merge data into Staging DB
7 Comprehensive Data Profiling Process
8 Sample of Data Profiling outputs Discovering Quality of Data
9 Sample of Data Profiling outputs Discovering Quality of Data
10 Ideal situation Knowing location of insured assets accumulate Sum Insured monitor against Risk Thresholds CASE: Fire Risk Accumulation 10
11 CASE: Fire Risk Accumulation -tokenized ADDRESS RESIDUAL_ADD BUILDING ROAD GARDEN POSTCODE CITY STATE LOT XXX, Key KOMPLEKS data CAYMAN, SUNGAI PETANI, KEDAH LOT XXX KOMPLEKS CAYMAN SUNGAI PETANI KEDAH XXX, KOMPLEKS Insured PKNP, KG. TEKEK, PULAU Asset TIOMAN, Address ROMPIN, PAHANG DARUL MAKMUR XXX,,KG TEKEK,PULAU TIOMAN KOMPLEKS PKNP ROMPIN PAHANG LOT NO TXXX7 TYPE THE GRAND PHASE CP6C KLANG SELANGOR LOT NO TXXX7 TYPE THE GRAND PHASE CP6C KLANG SELANGOR XXX46 1ST FLOOR THE MINES SHOPPING FAIR SERI KEMBANGAN, SELANGOR XXX46 1ST FLOOR THE MINES SHOPPING FAIR SERI KEMBANGAN SELANGOR LOT NO.LXXX7 THE MINES SHOPPING FAIR JALAN DULANG, MINES RESORT CITY SERI KEMBANGAN LOT NO LXXX7 THE MINES SHOPPING FAIR JALAN DULANG,MINES RESORT CITY SERI KEMBANGAN SELANGOR UNIT NO XXX TYPE A-2 BLOCK A THE REEF RAWANG SELANGOR UNIT NO XXX TYPE A-2 BLK A THE REEF RAWANG SELANGOR SUITE XXX01, 11TH FLOOR, WISMA HANGSAM, 1, JALAN HANG LEKIR, KUALA LUMPUR. STE XXX01,11TH FLOOR,,1, WISMA HANGSAM JALAN HANG LEKIR KUALA LUMPUR WP KUALA LUMPUR BLOCK XXX3-7 MENARA CITY ONE JALAN MUNSHI ABDULLAH KUALA LUMPUR BLK XXX3-7 MENARA CITY ONE JALAN MUNSHI ABDULLAH KUALA LUMPUR WP KUALA LUMPUR NO XXX6-8 & XXX7-8 MENARA CITY ONE JLN MUNSHI ABDULLAH WILAYAH PERSEKUTUAN K.LUMPUR. NO XXX6-8 & XXX7-8 MENARA CITY ONE JLN MUNSHI ABDULLAH WILAYAH PERSEKUTUAN K LUMPU WP KUALA LUMPUR XXX2-03 MENARA CITY ONE NO 3 JALAN MUNSHI ABDULLAH KUALA LUMPUR WILAYAH PERSEKUTUAN XXX2-03 NO 3 MENARA CITY ONE JALAN MUNSHI ABDULLAH KUALA LUMPUR WP KUALA LUMPUR XXX3 PLAZA SEE HOY CHAN, JALAN RAJA CHULAN KUALA LUMPUR XXX 3, PLAZA SEE HOY CHAN JALAN RAJA CHULAN KUALA LUMPUR WP KUALA LUMPUR XXX7-3 MENARA ANTARA, NO 11 JALAN BUKIT CEYLON KUALA LUMPUR XXX7-3,NO 11 MENARA ANTARA JALAN BUKIT CEYLON KUALA LUMPUR WP KUALA LUMPUR CP58, SUITE XXX TH FLOOR CENTRAL PLAZA 34 JALAN SULTAN ISMAIL KUALA LUMPUR CP58,STE XXX TH FLOOR CENTRAL PLAZA 34 JALAN SULTAN ISMAIL KUALA LUMPUR WP KUALA LUMPUR LOT XXX9, GROUND FLOOR THE MALL NO 100 JALAN PUTRA KUALA LUMPUR LOT XXX9,GROUND FLOOR NO 100 THE MALL JALAN PUTRA KUALA LUMPUR WP KUALA LUMPUR XXXH FOOLR MENARA TH SELBORN NO.153 JALAN TUN RAZAK KUALA LUMPUR 11XXXH FOOLR NO 153 MENARA TH SELBORN JALAN TUN RAZAK KUALA LUMPUR WP KUALA LUMPUR NO 27-7 MENARA PERMATA DAMANSARA NO 685 JALAN DAMANSARA KUALA LUMPUR
12 CASE: Fire Risk Accumulation Structured and complete addresses Grouping by address Accumulating by location Decision Support 12
13 CASE: Fire Risk Accumulation -partial ADDRESS RESIDUAL_ADD BUILDING ROAD GARDEN POSTCODE CITY STATE UNIT NO XXX TAMAN SRI PUTRA P T NO 337 IN THE PEKAN OF KLANG SELANGOR TAMAN SRI PUTRA P T THE PEKAN OF NO 337 IN KLANG SELANGOR Key data Insured UNIT NO XXX Asset Address NO.X XXTH MILE, OFF THE FEDERAL HIGHWAY PETALING JAYA, SELANGOR DARUL EHSAN NO X XXTH MILE,OFF THE FEDERAL HWY PETALING SELANGOR PARCEL LOT NO RS/GXXX RETAIL SHOP(GROUND FLOOR) PLAZA SRI MUDA SEKSYEN 25 SHAH ALAM SELANGOR PARCEL LOT NO RS/GXXX RETAIL SHOP GROUND FLOOR SEKSYEN 25 PLAZA SRI MUDA SHAH ALAM SELANGOR PARCEL LOT NO RS/GXXX RETAIL SHOP(GROUND FLOOR) (PLAZA SRI MUDA SEKSYEN 25 SHAH ALAM SELANGOR) PARCEL LOT NO RS/GXXX RETAIL SHOP GROUND FLOOR SEKSYEN 25 PLAZA SRI MUDA SHAH ALAM SELANGOR XX, PLAZA PUCHONG JALAN PUCHONG MESRA KUALA LUMPUR W.P KUALA LUMPUR XX, PLAZA PUCHONG JALAN PUCHONG MESRA 1 KUALA LUMPUR W P KUALA LUMPUR NO.BXXXX PLAZA MOUNT KIARA NO.2 JALAN KIARA KUALA LUMPUR GM 6147 LOT MK BATU KL JALAN KIARA KUALA LUMPUR KUALA NO BXXXX NO 2 PLAZA MT KIARA GM 6147 LOT MK BATU LUMPUR THE LEGENDS GOLF & COUNTRY RESORT, LOT XXXX, KEBUN SEDENAK, P.O. BOX 11, KULAI, JOHOR THE LEGENDS GOLF& LOT XXXX,KEBUN SEDENAK,P O BOX 11 COUNTRY RESORT, KULAI JOHOR XXX & XXX FLOOR, KOMPLEKS YAYASAN BELIA SEDUNIA (WYF COMPLEX), LEBOH AYER KEROH, MELAKA WP KUALA LUMPUR WP KUALA LUMPUR XXX& XXX FLOOR,, KOMPLEKS YAYASAN BELIA SEDUNIA WYF COMPLEX LEBUH AYER KEROH MELAKA 13
14 CASE: Fire Risk Accumulation data acquisition ADDRESS RESIDUAL_ADD BUILDING ROAD GARDEN POSTCODE CITY STATE HS(D) Key PT8007 data MUKIM OF RASAH DISTRICT OF SEREMBAN NEGERI SEMBILAN HS D PT8007 MUKIM OF RASAH DISTRICT OF SEREMBANNEGERI SEMBILAN H.S (D) Insured PT MK KAJANG Asset LOT XX BLK Address E KWS PERUSAHAAN BKT ANGKAT SG CHUA KAJANG H S D PT MK KAJANG LOT XX BLK E KWS PERUSAHAAN BKT ANGKAT SG CHUA KAJANG SELANGOR H.S.(D) PT MK KAJANG LOT XX BLK E KAW PERUSAHAAN BKT ANGKAT SG CHUA KAJANG H S D PT MK KAJANG LOT XX BLK E KAW PERUSAHAAN BKT ANGKAT SG CHUA KAJANG SELANGOR HS(D)70271 PT NO PARCEL 66XXX HS(D)70271 PT KLANG SELANGOR DARUL EHSAN HS D PT NO PARCEL 66XXX HS D PT KLANG SELANGOR 14
15 15 CASE: Fire Risk Accumulation
16 CASE: Fire Risk Accumulation data enhancement Geo-coding locations Latitude Longitude
17 COMMERCIAL BREAK
18 Established 2003 Data Warehouse ETL Data Quality Assurance Data Cleansing
19 Data Re-Engineering Input File: Data Cleansing Data Discovery Data Standardization Data Matching Data Survival Data Migration Data Extraction Data Cleansing Data Conversion Data Loading Address Line 1 Address Line N MILLS AVENUE ORLANDO, FLA W MAIN STR, CUMMING, GA WEST CENTRAL AV TOLEDO OH HEARD AVE AUGUSTA-GA GREENE ST ACCT #1234 AUGUSTA GEORGIA OWENS ROAD SUITE 536 EVANS GA RUSSELL CIRCLE MILLIS MASSACH USETTS Retain the Best Information Result File: House # Dir Str. Name Type Unit No. NYSIIS City SOUNDEX State Zip ACCT# 639 N MILLS AVE MAL ORLANDO O645 FL W MAIN ST MAN CUMMING C552 GA W CENTRAL AVE CANTRAL TOLEDO T430 OH HEARD AVE HAD AUGUSTA A223 GA GREENE ST GRAN AUGUSTA A223 GA OWENS RD STE 536 ON EVANS E152 GA RUSSELL CIR RASAL MILLIS L260 MA # of Pairs Data Weights Histogram UnMatched Matched
20 Data Re-Engineering Professional Services Data Warehouse Infrastructure Data Warehouse Design & Build Enterprise Data Integration Data Cleansing FINANCIAL CUBES HR CUBES BI Data Repository
21 Data Quality, Cleansing & ETL TMB Subscriber Profile Cleansing; CRM source data cleansing and filtering DBKL source data cleansing / migration CIMB 1Platform Data Warehouse migration BIMB Core Banking System DataCleansing/Re-Org CIMB Aviva EDW ETL and Cleansing Celcom Data Quality Profiling for DWH
22 Data Quality, Cleansing & ETL Local and Regional Clients CIMB EDW Platform migration CELCOM (IBM) Data Quality Profiling for EDW DBKL (IAC) SAP Data Cleansing & Migration (MY) CIMB/Aviva (ACT) Data Quality Assessment, Cleansing, ETL (MY) CIMB Bank (IBM) ETL, DataStageEnterprise upgrade (MY) Maxis (IBM) ETL, Dealer Incentive Analysis (MY) CIMB Bank ETL, Data Profiling and Data Cleansing (MY) Bank Islam Data Cleansing (MY) Telekom Malaysia, Data Cleansing Customer Segmentation, Group Marketing (MY) Hutchinson Indonesia (ACW,Aus) -Data Warehouse Call Behavior(Ind) Telekom Malaysia, Data Cleansing (Accenture) - icare(my) Telekom Malaysia, Data Mart Call Usage (MY) LHDN (IBM) -Data Profiling and Cleansing (MY) General Hospital, CDC (IBM) -Data Cleansing (MY) Brunei Prime Minister Office, CRM (BWN) Bernas, HR/Payroll (MY) Maxis, B.I. (MY) Thai Farmer Bank (IBM), ETL infra (TH) Bank of Thailand (IBM), ETL infra (TH) (Partial client list, in reversed-chronological order)
23 Thank You
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