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Panel I – Big Data, Master Data, Data Quality, Regulation and GDSN GS1 Healthcare Conference Bangkok, Thailand 31 October 2018

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Page 1: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Panel I – Big Data, Master Data, Data Quality, Regulation and GDSN

GS1 Healthcare Conference

Bangkok, Thailand

31 October 2018

Page 2: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

© GS1 2018

Thank you to our exhibitors

2

Page 3: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

© GS1 2018

Thank you to our sponsors

3

Page 4: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

© GS1 2018

Moderator and Panelists

Catherine Koetz Industry Manager, Healthcare GS1 Australia

Sarah LankshearOperations Manager Master Data & Analysis, Stryker South Pacific, Australia

Dr. Eric Hans Eddes, GastroIntestinal and Oncological Surgeon, Deventer Ziekenhuis, Director Dutch Institute for Clinical Auditing, The Netherlands

Dr. Duangpun Kritchanchai, Associate Professor, Mahidol University, Thailand

Page 5: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Using the suite of GS1 Standards

for medical device identification, barcoding and data sharing

Sarah LankshearOperations Manager Master Data and Analysis

Page 6: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

We help caregivers perform their jobs more efficiently and enhance patient care

Page 7: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Sports Medicine

Reprocessing & Remanufacturing

Orthopaedics Medical and surgical

equipment

Neurotechnology and spine

Note: Not all products and services are available in all global markets.

Hips Knees

Robotic-Arm Assisted technology

Trauma & Extremities

Sports MedicineFoot & Ankle

Computer Assisted Surgery

Power Tools & Surgical Equipment

Minimally Invasive Surgical Solutions

Infrastructure & Integration

Patient Care, Patient Handling & EMS Equipment

Reprocessing & Remanufacturing

Interventional Spine

Craniomaxillofacial

Neurosurgical, Spine & ENT

Neurovascular

Spinal Implants and Biologics

Depth and Specialisation75+ years of innovation have led to a portfolio of more than 75,000 products.

Page 8: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Together with our customers,

we are driven to make

healthcare better.

IntegrityWe do what’s right

AccountabilityWe do what we say

PeopleWe grow talent

PerformanceWe deliver

Our Values

Our Mission

Page 9: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

9

Global Recognition

Page 10: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

10

• Certified to CSIA standards

• Finalist in 4 categories for the 2017 Australian Service Excellent Awards

Local Recognition

Page 11: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Connectivity in Hospitals

requires accurate, meaningful data

Page 12: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

• Tenders are the impetus for change

• Using data personally key to success

• Data needs rules

• Data Dictionary has those rules

• Exceptions cause pain

o Operationally

o Financially

o Ability to report & analyse

Page 13: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Success Factors

• Set up efficient data loading to focus on value add

• Ensure data can easily be pulled out again

o Integrity checking

o Reporting

• Data Teams know where all the information is- don’t waste that IP

• KPIs difficult for a Master Data Team, find where else they add value and measure that!

Page 14: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Master Data Rewards

• EDI

• NPC Data Quality Scores

• ERP Implementation

• Healthcare Providers benefit

Page 15: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4
Page 16: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical Auditing

Standards as the base for improved Quality of Care

Eric H Eddes, MD PhDDirector DICA

GastroIntestinal Surgeon Deventer ZiekenhuisGS1 Clinical Advisory Committee

Page 17: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

GS1Safer, more efficient care starts with a simple scan

Page 18: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Challenges in HealthcareDutch Institute for Clinical Auditing

• Aging population

• Multi (co-)morbidity

• New technologies

• Accessible

• Affordable

• Sustainable

Page 19: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Challenges in HealthcareDutch Institute for Clinical Auditing

• Valid Information

• Management Information

• Quality

• Safety

• Finance

• Patient (customer) satisfaction

Page 20: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Setting StandardsDutch Institute for Clinical Auditing

• Robust methodology

• Correction

• Site checks

• Nationwide ICT platform

• Agreements

• Exchange, eg EMR

• Quality data, PROM’s, financial data

• Professional Boards

• Nationwide coverage

Page 21: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical Auditingdevelopment

Page 22: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical Auditingcosts

Page 23: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

my DICAInternal use through dashboard

definitionNumerator

Denominator

Casemix correction

Benchmark

Audit

Year

My hospital

Page 24: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Improved OutcomeColorectal Cancer Surgery

Page 25: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Improved Outcomesignificant improvements

Laparoscopic resections

Postoperative mortalitySerious complications

Irradical resections

> 25% RR

> 50% RR

> 50% RR

Page 26: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

NBCANational Breast Cancer Audity

Irradical resections

Page 27: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

NBCANational Breast Cancer Audit

Immediate reconstructive surgery

Page 28: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Value Based Healthcare Studydutch colorectal audit, 29 hospitals

2015 national average

0%

5%

10%

15%

20%

25%

30%

Severe

com

pli

cati

on r

ate

-38%*

Improve potential hospitals

Bestperforminghospitals

0%

1%

2%

3%

4%

5%-33%*

Mo

rta

lity

ra

te

Improve potential hospitals

Bestperforminghospitals

€0

€2000

€4000

€6000

€8000

€10000

€12000

€14000

€16000

-28%*

Avara

ge c

osts

per

pati

ent

Improve potential hospitals

Bestperforminghospitals

± 4000 €per patiënt

Page 29: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Colorectal Auditimproving potential

2015 national average

0% 10% 20% 30% 40% 50%€6000

€8000

€10000

€12000

€14000

€16000

€18000

€20000

R²=0,42A

dju

ste

d a

va

rag

e c

osts

pe

r p

atie

nt

Adjusted severe complication rate

Best performinghospitals

Improve potentialhospitals

Page 30: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical Auditing(inter)national cost savings

2015 national average

• 20 million euro colorectal cancer

• Equivalent potential in other patient

groups

• National potential in savings 10 – 20 %

Page 31: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical Auditing“next step”

2015 national average

• Shared decision making

• Decision Support

• Real Life Data

• Targeted therapy

• International comparisons

• Reducing registration load

Page 32: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical Auditingshared decision making

Page 33: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical Auditingsharing experience to improve

Page 34: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Breast Implant Registry clinical audit & tracebility

Page 35: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Melanoma Treatment Registry clinical audit & new drugs

• Introduction new drugs

• Accelerated availability

• Professionals- Pharma – Health

Authorities

• Expansion

Page 37: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical AuditingInternational comparisons radiotherapy

20%

45%

Page 38: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical Auditingreduction of registration load

• Data interoperability

• Connection EMR

• Alignment datasets

• Interchangeable

• Systems, procedures; scalable

Page 39: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical Auditingreduction of registration load

• Data interoperability

• Connection EMR

• Alignment datasets

• Interchangeable

• Systems, procedures;

scalable

STANDARDS

Page 40: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Dutch Institute for Clinical AuditingWorld Economic Forum

Page 41: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

GS1Standardisation, necessary base for improved quality and safety

Page 42: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Developing Thailand Healthcare

Supply Chain: The Big Data Project

Copyright © 2018 Centre of Logistics Management and Healthcare Supply Chain (LogHealth) Mahidol University, 2018 All rights reserved.

Assoc.Prof.Dr.Duangpun Kritchanchai

Centre of Logistics Management and

Healthcare Supply Chain (LogHealth)

Mahidol University

Page 43: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

LOGHEALTH, MAHIDOL UNIVERSITY

43

Healthcare Supply Chain & Logistics

Research

Consultancy

Training

Page 44: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Our Inspiration: Material & Information Flows

44

LogisticsDistributor

Healthcare Provider(Hospital, Clinic, etc.)

Consumer(Patient)

Manufacturer

(Ref: GS1 Healthcare)

Material Flows

Information Flows

Page 45: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

45

(Tracking)

(Tracing)

Traceability

LogisticsDistributor

Healthcare Provider(Hospital, Clinic, etc.)

Consumer(Patient)

Manufacturer

Page 46: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Instead of waiting for the policy ...

We start the journey by RESEARCH (FOR CHANGE)

46

Page 47: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Healthcare Supply Chain Stakeholder

47

Importer

National Health

Security Office

(NHSO)

Social Security Office

Assurance Company

Funds

Thai Food and Drug

Administration (FDA)

The Excise

DepartmentDistributor

Customers

Patients

Others e.g.

Department stores,

Convenient stores,

etc.

Hospitals

Clinics

Drug stores

Public and privatePublic and private

Initial substance manufacturers ,

Semi-finished product (foreign)

Finished product (foreign)

CustomsMarketing with

suppliers

The Comptroller

General's

Department

(CGD)

Export

In-house

marketing

Active ingredient

Additive ingredient

Package material

(Raw material)

Finished Good

The Government Pharmaceutical Organization (GPO)

Defense Pharmaceutical Factory

Hospital in-house production

Customs

CustomsIn-house

marketing

Manufacturer/Repacker

(in-house)

The Comptroller

General's

Department

(CGD)

Royal Thai

Police

Page 48: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Logistics DistributorHealthcare Provider

(Hospital, Clinic, etc.)Consumer(Patient)

Manufacturer (Drug & medical Device)

1. identify the uniqueness of drugs and medical materials to communicate through the supply chain

From Our Research , To Achieve Supply Chain …

48

2. Develop a product catalogue to provide standard data which is useable to all players in the supply chain

+

Product Catalogue

Standard barcode

Page 49: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Topic AS-IS Problem ImpactStandardizedCode

• Too many Standard Code • No mean to communicate

• Unable to refer to the same entity

• No traceability

StandardizedData Exchange

• Fragmented Database

• Communicate

• No synchronized integrated data

• High Operating Cost

• No quick response

• No traceability

Current Situation

49

Page 50: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

WE NEED A ROADMAP

50

Global Standard

Harmonized Code

Product Catalogue

EDI – Standard Data Exchange

Traceability

Business Intelligence / Big Data

Page 51: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

NMPCD

(National Medicinal

Product Catalogue

Database)

What we are working on ...

51

Drug 25,000 items

Codes mapping

FDA code GTIN

DC 24 (MOPH) TMT

1) Product Catalogue

No one wants to give up their own codes.

Page 52: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

NMPCD (National Medicinal Product Catalogue

Database)

52

DC 24

TMT

FDA

GTIN

NMPCDReturn all codes

Codesrequest

Page 53: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

53

Hospital

Remarks Developing National Database, healthcare information system and increasing patient safety in drug consumption (TRF-NRCT., 2011-2014)

Implementation of Electronic Data Interchange In Healthcare Supply Chain (TRF, 2013)

A Drug Traceability for Enhancing Healthcare Logistics and Supply Chain Management in Thailand (TRF-NRCT., 2013)

Suppliers

Master data

Wards using the data

Master data

Electronic Data Interchange (EDI) Portal

encrypt/decrypt data between senders and

receivers

Product Catalogue

Standardization

StandardizationStandardization

Traceability

2) - MMIS (Material Management Information System)

- EDI

53

Page 54: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

EDI Solution Using Product Catalogue

54

Hospital

Suppliers 1

Suppliers 2

Suppliers 3

Suppliers n

Solution

EDIPortal

Standardization

Product Catalogue

Hospital

Suppliers 1

Suppliers 2

Suppliers 3

Suppliers n

Current Practice

EDI Message 2

Page 55: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

e-catalog

Information

Codes mapping

NMPCDData Sharing

(Public/Private)

Data Sharing (Public/Private)

CODES

DC 24 TMT GTIN FDA++

Attributes

Information

Private Government Data LogTrack &

Trace

- VMI- e-procurement

EDI

Hospital MMIS

55

Big Data Big Data

Big Data

Healthcare Logistics

Barcode Hunting

Page 56: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

GET PEOPLE INVOLVED

MOU (MOPH, Mahidol University, FDA, Pilot hospitals, NRCT)

5628 November 2016

Page 57: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Action Plan 2018 - 2019

57

EDI

Track and Traceability

Big Data

Digital Healthcare Logistics

NMPCD

Page 58: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

VDO: Supply Chain and Logistics management

58

Page 59: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

• 8 years effort

• Think Big ... Start Small.

• Proof of concept

• Top down policy

• Be Patient and Brave

Lesson Learned

59

Page 60: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

Thank you

Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University

25/25 Phuttamonthon Sai 4 Rd., Salaya, Phuttamonthon,

Nakhon Prathom, 73170, Thailand Tel. (662) 441-4148 Fax. (662) 441-4149

Email: [email protected], [email protected]

Website: www.loghealth.mahidol.ac.th

[email protected]

Page 61: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

© GS1 2018

Discussion

Catherine Koetz Industry Manager, Healthcare GS1 Australia

Sarah LankshearOperations Manager Master Data & Analysis, Stryker South Pacific, Australia

Dr. Eric Hans Eddes, GastroIntestinal and Oncological Surgeon, Deventer Ziekenhuis, Director Dutch Institute for Clinical Auditing, The Netherlands

Dr. Duangpun Kritchanchai, Associate Professor, Mahidol University, Thailand

Page 62: Panel I Big Data, Master Data, Data Quality, Regulation ... · Centre of Logistics Management and Healthcare Supply Chain (LogHealth), Mahidol University 25/25 Phuttamonthon Sai 4

© GS1 2018

Contact details

Pete Alvarez GS1 Global Office Senior Director, Identification &Master Data, Healthcare