SlideShare ist ein Scribd-Unternehmen logo
1 von 32
Downloaden Sie, um offline zu lesen
Dr	Paul	Wong
Research	Integrity	Advisor	Data	
Management	Workshop
Senior	Data	Management	Specialist
31	July	2017	Hobart
The	Australian	National	Data	Service	(ANDS)	makes	
Australia’s	research	data	assets	more	valuable	for	
researchers,	research	institutions	and	the	nation.
Partnering Australian
research organisations
and co-funded 294 data
projects, totally $54M
Research Data Australia
Cite My Data / DOIs minting
Vocabulary service etc.
In 2015, conducted over
100 workshops, forums,
and webinars with over
4000 participants,
developed online
resources e.g. guides,
videos etc.
• 40+ guides organised
around different topics
• Content is a moving
target – changing
policy landscape, new
practices etc.
• Designed as a
community resource
• If you see gaps, we
want your help to
make them better
http://www.ands.org.au/guides
• A dedicated set of
webpages on data
management
• A community resource
• If you see gaps, we
want your help to
make them better
http://www.ands.org.au/working-with-data/data-management
https://projects.ands.org.au/policy.php
Research	data:	as	input	&	output
Research data may include:
ü Laboratory and field notes
ü Raw experimental data
ü Analysed data
ü Simulations and software
ü Databases
ü Clinical data, including clinical
records
ü Questionnaires/surveys
ü Images and photographs
ü Audio-visual materials
Moynihan's field notes,
Panama, 1958 – CC BY
https://flic.kr/p/dmXHkJ
Screen capture of “Computer simulation of March 22,
2014 landslide event near Oso, Washington, by David
L. George and Richard M. Iverson, USGS”
http://youtu.be/2NzHCOhKr7g CC BY
Creative	arts	research	data
Research data in the creative arts may include:
ü Audio-visual recordings of a creative work
ü Visual diaries
ü Journals
ü Drawings
ü Photographs
ü Manuscripts
ü Musical annotations
ü 3D models
Research	Data:	a	Broad	Church		
Hand	written	letters
Images	or	photos
Soil	samples
Tissue	samples
Archeological	dig	sites
…..
Scanned	&	OCR	version
Scanned	digital	version
Analysed result	of	samples
Analysed result	of	samples
3D	models	of	the	dig	site
…..
Physical Digital
ANDS’ primary focus is digital data
Why	Bother?
Why	managing	(digital)	research	data?
In	fact,	why	bother	managing	anything?
• Prevent	bad	things	from	happening.
• Enable	good	things	to	happen.
Data	and	Research	Integrity
Nature 533, 452–454 (26 May 2016) doi:10.1038/533452a. Reprint with permission © 2016 Macmillan
Data	and	Research	Integrity
“The	Availability	of	Research	Data	Declines	Rapidly	with	Article	Age”,	Vine	
et	al,	Current	Biology,	Volume	24,	Issue	1,	p94–97,	6	January	2014
• “For	papers	where	authors	reported	the	status	of	their	data,	the	odds	
of	the	data	being	extant	decreased	by	17%	per	year...”	
• “Responses	included	authors	being	sure	that	the	data	were	lost	(e.g.,	
on	a	stolen	computer)	or	thinking	that	they	might	be	stored	in	some	
distant	location	(e.g.,	their	parent’s	attic)	to	authors	having	some	
degree	of	certainty	that	the	data	are	on	a	Zip	or	floppy	disk	in	their	
possession	but	no	longer	having	the	appropriate	hardware	to	access	
it.”
Make	Data	Awesome
Open	Research	Data	Collection	Showcase
http://www.ands.org.au/partners-and-
communities/projects/open-research-data-collection
#Dataimpact stories
http://www.ands.org.au/news-and-events/dataimpact
The	companion	case	studies	report	of	the	Watt	review
https://docs.education.gov.au/system/files/doc/other/20
151202_case_studies_volume_nc_0.pdf
Data	Management	in	Practice
• One	of	ANDS’	guides	to	outline,	in	an	easy	to	understand	
practical	framework,	how	research	data	can	be	managed	
effectively	in	an	institutional	setting.
• 15	key	points	– with	short	descriptions,	7	pages	long.
• Incorporating	project	management	best	practice
• Shared	responsibilities	model
• Continual	data	curation	approach
• Road	tested	with	librarians,	data	managers,	researchers	
and	research	support	staff
The	Current	Thinking:	FAIR
Findable,	Accessible,	Interoperable,	Reusable
15	principles	to	ensure	research	data	is	FAIR
Mark	D.	Wilkinson	et	al.	The	FAIR	Guiding	Principles	for	
scientific	data	management	and	stewardship, Scientific	
Data (2016). DOI:	10.1038/sdata.2016.18
“FAIRness is	a	prerequisite	for	proper	data	management	and	
data	stewardship”
http://www.ands.org.au/__data/assets/pdf_file/0009/394056/research-data-management-in-practice.pdf
Continual data curation across domains
Data	Curation	as	Documentation
Assigning	metadata	(structured	data	about	the	data)
• Who	collected	the	data?
• Who	funded	the	research	project?
• When	(and	where)	was	it	collected?
• Instruments	and	setting	for	collecting	the	data?
• Title	of	the	dataset
• Methods	used	to	process	the	data
• Etc.	etc.
Light	Touch Heavy	Duty
Ecological
Geographic
Biological
Metadata
Structured
Detailed
Machine readable
Structured
Minimal
Human readable
What	is	Data	Citation?
Data	citation	refers	to	the	practice	of	providing	a	reference	to	
data	in	the	same	way	as	researchers	routinely	provide	a	
bibliographic	reference	to	outputs	such	as	journal	articles,	
reports	and	conference	papers.	Citing	data	is	now	recognised
as	one	of	the	key	practices	leading	to	recognition of data as	a	
primary	research	output.
http://www.ands.org.au/working-with-data/citation-and-
identifiers/data-citation
Data	Citation	Standard
A	standard	citation	would	include	the	following	elements:
Author(s) (Year)	:	Title.	Publisher(s).	DOI	(if	used)
Hanigan,	Ivan (2012):	Monthly	drought	data	for	Australia	1890-2008	using	the	
Hutchinson	Drought	Index. The	Australian	National	University	Australian	Data	
Archive. http://doi.org/10.4225/13/50BBFD7E6727A
Alternatively,
Author(s)	(Year):	Title.	Version.	Publisher(s).	ResourceType.	Identifier
Bradford,	Matt;	Murphy,	Helen;	Ford,	Andrew;	Hogan,	Dominic;	Metcalfe,	Dan	(2014):	
CSIRO	Permanent	Rainforest	Plots	of	North	Queensland.	v2. CSIRO.	Data	Collection.
http://doi.org/10.4225/08/53C4CC1D94DA0
http://www.ands.org.au/working-with-data/citation-and-identifiers/data-citation
Institutional	Policy	and	
Procedures
Support	services - people	and	
other	means	of	providing	
advice	and	support
IT	Infrastructure - the	
hardware,	software	and	other	
facilities
Metadata	management - so	
that	data	records	can	be	
meaningful and	fit	for	purpose
Institutional	Data	
Management	
Framework
Pre Research
Data	Management	Plan Planning
• data	organisation and	storage;
• metadata	standards	and	guidelines;
• backups;
• archiving	for	long-term	preservation;
• version	control	and	derived	data	products;
• data	sharing	or	publishing	intentions,	including	licensing;
• ensuring	security	of	confidential	data;
• data	synchronisation;	and
• governance,	roles	and	responsibilities.
Pre Research
Storage requirements may vary across domains
Publishing	and	Sharing	Data
Metadata Research	Data
Open Open
Open Closed
Closed Open
Closed Closed
Publishing and Sharing data ≠ Open Access to data
“Open” and “Closed” are relative concepts.
“Closed” ≈ conditional access based on individual permission
“Closed” ≈ conditional access based on roles
Post Research
Ethics	Clearance	and	Data	Access:	A	Case	Study
Data Managing and Sharing Research Data: A Guide to Good Practice, SAGE 2014
https://uk.sagepub.com/en-gb/eur/managing-and-sharing-research-
data/book240297
https://commons.wikimedia.org/wiki/File%3AFoot_and_Mouth_Disease_Map_-_geograph.org.uk_-_564718.jpg
Colin Smith [CC BY-SA 2.0] (http://creativecommons.org/licenses/by-sa/2.0)], via Wikimedia Commons from Wikimedia Commons)
Ethics	Clearance	and	Data	Access:	A	Case	Study
Health and Social Consequences of the Foot and Mouth Disease Epidemic in North Cumbria, 2001-
2003
(M. Mort Lancaster University 2006, funded by the Department of Health UK, Study Number 5407)
http://ukdataservice.ac.uk/use-data/guides/dataset/foot-and-mouth
http://discover.ukdataservice.ac.uk/catalogue/?sn=5407
• 54 local people were recruited to write weekly diaries over 18 months to describe their lives
and the recovery they observed around the area
• The study was supplemented with interviews and focus group discussions that included other
stakeholders
• The study obtained consent from participants before the research but did not get consent for
sharing and archiving data
• The research team and the Department of Health wanted to share and archive the data after
the completion of the research.
• Had to get consent retrospectively and needed expert advice from copyright specialists
http://www.ands.org.au/__data/assets/pdf_file/0009/394056/research-data-management-in-practice.pdf
The framework
treats DM as a
set of coordinated
activities to
preserve the
evidence base of
research findings
and to make the
evidence base
more accessible
and reusable in
the long run.
Wise	Advise
https://nicolahemmings.wordpress.com/2016/04/05/mistakes-ive-made-as-
an-early-career-researcher/
Mistakes	I’ve	made	as	an	early	career	researcher	
APRIL	5,	2016	
Nicola	Hemmings	(post-doc,	University	of	Sheffield)
Failing	to	organise	my	data	adequately	(circa	2007).
Prepare	your	datasets	like	you	would	if	you	were	giving	them	to	a	stranger	
who	knew	nothing	about	them.	Label,	annotate	and	meticulously	file	your	R	
scripts.	Incorporate	read-me	files	into	everything	and	write	them	for	the	
monkey	that	will	be	you	in	five	years,	when	you	return	to	your	data	and/or	
analyses	for	some	unforeseen	but	vitally	important	reason.	Don’t	get	this	
wrong.	You	will	regret	it.
Special	Healthy	Data	Year
‘Sharing	health-y	data:	challenges	and	solutions’	workshops	ANDS	
ran	in	all	capital	cities	in	2016-2017
Attended by	researchers,	and	staff	from	the	library,	research	office	
and	ethics	office
Topics	covered
§ The	data	sharing	landscape:	funders	and	publishers
§ Data de-identification
§ Ethics and	informed	consent
§ Licensing	data
§ How	research	data	can	be	published	(mediated	
access, metadata,	repositories)
Special	Healthy	Data	Year
Coming	up:
Health	and	Medical	Data:	3	Short	Lunchtime	Bites	Webinars	in	May	
2017
Workshops	with Health	Libraries	Australia:	10	medical	and	health	
research	data	Things	'train	the	trainer'	workshops.	31	May	in	
Brisbane,	13	June	in	Melbourne,	14	July	in	Perth.	For	health	
librarians.
Senior	Data	Management	Specialist
Paul.Wong@ands.org.au
+61	2	6125	0586
Dr	Paul	Wong
With	the	exception	of	logos,	third	party	images	or	where	otherwise	indicated,	this	
work	is	licensed	under	the	Creative	Commons	4.0	International	Attribution	
Licence.
ANDS	is	supported	by	the	Australian	Government	through	the	
National	Collaborative	Research	Infrastructure	Strategy	Program.	
Monash University	leads	the	partnership	with	the	Australian	
National	University	and	CSIRO.

Weitere ähnliche Inhalte

Was ist angesagt?

'Data Management Planning: the role of institutions and researchers' eResearc...
'Data Management Planning: the role of institutions and researchers' eResearc...'Data Management Planning: the role of institutions and researchers' eResearc...
'Data Management Planning: the role of institutions and researchers' eResearc...
Marta Ribeiro
 

Was ist angesagt? (20)

Introduction to Research Data Management - 2016-02-03 - MPLS Division, Univer...
Introduction to Research Data Management - 2016-02-03 - MPLS Division, Univer...Introduction to Research Data Management - 2016-02-03 - MPLS Division, Univer...
Introduction to Research Data Management - 2016-02-03 - MPLS Division, Univer...
 
Introduction to Research Data Management - 2014-01-27 - Social Sciences Divis...
Introduction to Research Data Management - 2014-01-27 - Social Sciences Divis...Introduction to Research Data Management - 2014-01-27 - Social Sciences Divis...
Introduction to Research Data Management - 2014-01-27 - Social Sciences Divis...
 
Planning for Research Data Managment
Planning for Research Data ManagmentPlanning for Research Data Managment
Planning for Research Data Managment
 
Data Management Planning for Researchers - 2016-02-08 - University of Oxford
Data Management Planning for Researchers - 2016-02-08 - University of OxfordData Management Planning for Researchers - 2016-02-08 - University of Oxford
Data Management Planning for Researchers - 2016-02-08 - University of Oxford
 
Preparing Your Research Material for the Future - 2016-02-22 - Humanities Div...
Preparing Your Research Material for the Future - 2016-02-22 - Humanities Div...Preparing Your Research Material for the Future - 2016-02-22 - Humanities Div...
Preparing Your Research Material for the Future - 2016-02-22 - Humanities Div...
 
'Data Management Planning: the role of institutions and researchers' eResearc...
'Data Management Planning: the role of institutions and researchers' eResearc...'Data Management Planning: the role of institutions and researchers' eResearc...
'Data Management Planning: the role of institutions and researchers' eResearc...
 
Getting to grips with Research Data Management
Getting to grips with Research Data ManagementGetting to grips with Research Data Management
Getting to grips with Research Data Management
 
Introduction to Research Data Management - 2014-02-26 - Mathematical, Physica...
Introduction to Research Data Management - 2014-02-26 - Mathematical, Physica...Introduction to Research Data Management - 2014-02-26 - Mathematical, Physica...
Introduction to Research Data Management - 2014-02-26 - Mathematical, Physica...
 
Writing successful Data Management Plans
Writing successful Data Management PlansWriting successful Data Management Plans
Writing successful Data Management Plans
 
Research Data Management Plan: How to Write One - 2017-02-01 - University of ...
Research Data Management Plan: How to Write One - 2017-02-01 - University of ...Research Data Management Plan: How to Write One - 2017-02-01 - University of ...
Research Data Management Plan: How to Write One - 2017-02-01 - University of ...
 
Preparing Your Research Material for the Future - 2016-11-16 - Humanities Div...
Preparing Your Research Material for the Future - 2016-11-16 - Humanities Div...Preparing Your Research Material for the Future - 2016-11-16 - Humanities Div...
Preparing Your Research Material for the Future - 2016-11-16 - Humanities Div...
 
Preparing Your Research Material for the Future - 2017-02-22 - Humanities Div...
Preparing Your Research Material for the Future - 2017-02-22 - Humanities Div...Preparing Your Research Material for the Future - 2017-02-22 - Humanities Div...
Preparing Your Research Material for the Future - 2017-02-22 - Humanities Div...
 
Preparing Your Research Data for the Future - 2014-02-17 - Social Sciences Di...
Preparing Your Research Data for the Future - 2014-02-17 - Social Sciences Di...Preparing Your Research Data for the Future - 2014-02-17 - Social Sciences Di...
Preparing Your Research Data for the Future - 2014-02-17 - Social Sciences Di...
 
Introduction to Research Data Management - 2017-02-15 - MPLS Division, Univer...
Introduction to Research Data Management - 2017-02-15 - MPLS Division, Univer...Introduction to Research Data Management - 2017-02-15 - MPLS Division, Univer...
Introduction to Research Data Management - 2017-02-15 - MPLS Division, Univer...
 
Working with Research Data
Working with Research DataWorking with Research Data
Working with Research Data
 
Getting to Grips with Research Data Management
Getting to Grips with Research Data Management Getting to Grips with Research Data Management
Getting to Grips with Research Data Management
 
Ands ttt2 perth_accelerate your data skills training_ top tips for topics and...
Ands ttt2 perth_accelerate your data skills training_ top tips for topics and...Ands ttt2 perth_accelerate your data skills training_ top tips for topics and...
Ands ttt2 perth_accelerate your data skills training_ top tips for topics and...
 
Writing successful data management plans
Writing successful data management plansWriting successful data management plans
Writing successful data management plans
 
Preparing Your Research Material for the Future 2016-05-16 - Humanities Divis...
Preparing Your Research Material for the Future 2016-05-16 - Humanities Divis...Preparing Your Research Material for the Future 2016-05-16 - Humanities Divis...
Preparing Your Research Material for the Future 2016-05-16 - Humanities Divis...
 
Data sharing: How, what and why?
Data sharing: How, what and why?Data sharing: How, what and why?
Data sharing: How, what and why?
 

Ähnlich wie Research Data Management in practice

Research data lifecycle diagram
Research data lifecycle diagramResearch data lifecycle diagram
Research data lifecycle diagram
Steven Cracknell
 
Introduction to research data management
Introduction to research data managementIntroduction to research data management
Introduction to research data management
rds-wayne-edu
 
Library resources and services for grant development
Library resources and services for grant developmentLibrary resources and services for grant development
Library resources and services for grant development
rds-wayne-edu
 
Alain Frey Research Data for universities and information producers
Alain Frey Research Data for universities and information producersAlain Frey Research Data for universities and information producers
Alain Frey Research Data for universities and information producers
Incisive_Events
 

Ähnlich wie Research Data Management in practice (20)

Research Data Management in practice, RIA Data Management Workshop Brisbane 2017
Research Data Management in practice, RIA Data Management Workshop Brisbane 2017Research Data Management in practice, RIA Data Management Workshop Brisbane 2017
Research Data Management in practice, RIA Data Management Workshop Brisbane 2017
 
Winter school in research data science research data management - final
Winter school in research data science research data management - finalWinter school in research data science research data management - final
Winter school in research data science research data management - final
 
Best Practice in Data Management and Sharing
Best Practice in Data Management and Sharing Best Practice in Data Management and Sharing
Best Practice in Data Management and Sharing
 
Research Integrity Advisor and Data Management
Research Integrity Advisor and Data ManagementResearch Integrity Advisor and Data Management
Research Integrity Advisor and Data Management
 
Research data lifecycle diagram
Research data lifecycle diagramResearch data lifecycle diagram
Research data lifecycle diagram
 
Introduction to research data management
Introduction to research data managementIntroduction to research data management
Introduction to research data management
 
Data Management for Research (New Faculty Orientation)
Data Management for Research (New Faculty Orientation)Data Management for Research (New Faculty Orientation)
Data Management for Research (New Faculty Orientation)
 
Practical strategies for RDM
Practical strategies for RDMPractical strategies for RDM
Practical strategies for RDM
 
Rebecca Grant - Publishers and RDM
Rebecca Grant - Publishers and RDMRebecca Grant - Publishers and RDM
Rebecca Grant - Publishers and RDM
 
A National Approach to Open Data in Ireland: Publishers and Research Data Man...
A National Approach to Open Data in Ireland: Publishers and Research Data Man...A National Approach to Open Data in Ireland: Publishers and Research Data Man...
A National Approach to Open Data in Ireland: Publishers and Research Data Man...
 
Managing, Sharing and Curating Your Research Data in a Digital Environment
Managing, Sharing and Curating Your Research Data in a Digital EnvironmentManaging, Sharing and Curating Your Research Data in a Digital Environment
Managing, Sharing and Curating Your Research Data in a Digital Environment
 
RDM: a briefing for Health Sciences
RDM: a briefing for Health SciencesRDM: a briefing for Health Sciences
RDM: a briefing for Health Sciences
 
Library resources and services for grant development
Library resources and services for grant developmentLibrary resources and services for grant development
Library resources and services for grant development
 
Why managedata
Why managedataWhy managedata
Why managedata
 
Data Management for librarians
Data Management for librariansData Management for librarians
Data Management for librarians
 
Planning for Research Data Management
Planning for Research Data ManagementPlanning for Research Data Management
Planning for Research Data Management
 
Planning for Research Data Management
Planning for Research Data ManagementPlanning for Research Data Management
Planning for Research Data Management
 
DataONE Education Module 02: Data Sharing
DataONE Education Module 02: Data SharingDataONE Education Module 02: Data Sharing
DataONE Education Module 02: Data Sharing
 
Alain Frey Research Data for universities and information producers
Alain Frey Research Data for universities and information producersAlain Frey Research Data for universities and information producers
Alain Frey Research Data for universities and information producers
 
Briefing on Research Data Management at LSBU December 2015
Briefing on Research Data Management at LSBU December 2015Briefing on Research Data Management at LSBU December 2015
Briefing on Research Data Management at LSBU December 2015
 

Mehr von ARDC

Mehr von ARDC (20)

Introduction to ADA
Introduction to ADAIntroduction to ADA
Introduction to ADA
 
Architecture and Standards
Architecture and StandardsArchitecture and Standards
Architecture and Standards
 
Data Sharing and Release Legislation
Data Sharing and Release Legislation   Data Sharing and Release Legislation
Data Sharing and Release Legislation
 
Australian Dementia Network (ADNet)
Australian Dementia Network (ADNet)Australian Dementia Network (ADNet)
Australian Dementia Network (ADNet)
 
Investigator-initiated clinical trials: a community perspective
Investigator-initiated clinical trials: a community perspectiveInvestigator-initiated clinical trials: a community perspective
Investigator-initiated clinical trials: a community perspective
 
NCRIS and the health domain
NCRIS and the health domainNCRIS and the health domain
NCRIS and the health domain
 
International perspective for sharing publicly funded medical research data
International perspective for sharing publicly funded medical research dataInternational perspective for sharing publicly funded medical research data
International perspective for sharing publicly funded medical research data
 
Clinical trials data sharing
Clinical trials data sharingClinical trials data sharing
Clinical trials data sharing
 
Clinical trials and cohort studies
Clinical trials and cohort studiesClinical trials and cohort studies
Clinical trials and cohort studies
 
Introduction to vision and scope
Introduction to vision and scopeIntroduction to vision and scope
Introduction to vision and scope
 
FAIR for the future: embracing all things data
FAIR for the future: embracing all things dataFAIR for the future: embracing all things data
FAIR for the future: embracing all things data
 
ARDC 2018 state engagements - Nov-Dec 2018 - Slides - Ian Duncan
ARDC 2018 state engagements - Nov-Dec 2018 - Slides - Ian DuncanARDC 2018 state engagements - Nov-Dec 2018 - Slides - Ian Duncan
ARDC 2018 state engagements - Nov-Dec 2018 - Slides - Ian Duncan
 
Skilling-up-in-research-data-management-20181128
Skilling-up-in-research-data-management-20181128Skilling-up-in-research-data-management-20181128
Skilling-up-in-research-data-management-20181128
 
Research data management and sharing of medical data
Research data management and sharing of medical dataResearch data management and sharing of medical data
Research data management and sharing of medical data
 
Findable, Accessible, Interoperable and Reusable (FAIR) data
Findable, Accessible, Interoperable and Reusable (FAIR) dataFindable, Accessible, Interoperable and Reusable (FAIR) data
Findable, Accessible, Interoperable and Reusable (FAIR) data
 
Applying FAIR principles to linked datasets: Opportunities and Challenges
Applying FAIR principles to linked datasets: Opportunities and ChallengesApplying FAIR principles to linked datasets: Opportunities and Challenges
Applying FAIR principles to linked datasets: Opportunities and Challenges
 
How to make your data count webinar, 26 Nov 2018
How to make your data count webinar, 26 Nov 2018How to make your data count webinar, 26 Nov 2018
How to make your data count webinar, 26 Nov 2018
 
Ready, Set, Go! Join the Top 10 FAIR Data Things Global Sprint
Ready, Set, Go! Join the Top 10 FAIR Data Things Global SprintReady, Set, Go! Join the Top 10 FAIR Data Things Global Sprint
Ready, Set, Go! Join the Top 10 FAIR Data Things Global Sprint
 
How FAIR is your data? Copyright, licensing and reuse of data
How FAIR is your data? Copyright, licensing and reuse of dataHow FAIR is your data? Copyright, licensing and reuse of data
How FAIR is your data? Copyright, licensing and reuse of data
 
Peter neish DMPs BoF eResearch 2018
Peter neish DMPs BoF eResearch 2018Peter neish DMPs BoF eResearch 2018
Peter neish DMPs BoF eResearch 2018
 

Kürzlich hochgeladen

Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
MateoGardella
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
QucHHunhnh
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
PECB
 

Kürzlich hochgeladen (20)

Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptx
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdf
 
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
 

Research Data Management in practice