This document summarizes the history of scientific data collection and management. It describes how scientists traditionally recorded data in lab and field notebooks but now deal with large and complex digital datasets. The transition to digital data has created new challenges around data organization, documentation, sharing, and long-term preservation. As a result, many scientists are not properly trained in data management best practices, leading to lost or unusable data. The document calls for increased education to help scientists address these "ugly truths" around research data.
Data Management: Scientist Perspective - DLF 2012Carly Strasser
Presentation at the 2012 Digital Libraries Federation Fall Forum in Denver, CO. Workshop on Data Management Services, held 5 Nov 2012. http://www.diglib.org/forums/2012forum/data-management-services-at-the-library-the-3-hour-tour/
Presentation on all things open at the 2012 Digital Libraries Federation Fall Forum in Denver CO. Part of a workshop on data management services, 5 Nov 2012.
Data Herding for Scientists - UC Davis OA WeekCarly Strasser
Presentation for the UC Davis for Open Access Week. Covers the current status of data management in the sciences, best practices for data management, data management planning, and tools for researchers.
Data Management: Scientist Perspective - UC3 Data Curation WorkshopCarly Strasser
Presentation on data management: the current landscape, barriers to management, and data types. For UC3-CDL data curation for practitioners workshop, 8 Nov 2012 in Oakland CA.
CDL has recently launched a new project dubbed Digital Curation for Excel (DCXL), funded by the Gordon and Betty Moore Foundation and Microsoft Research. The goal of the DCXL project is to facilitate data management, sharing, and archiving for earth, environmental, and ecological scientists. The main result from the project will be an open source add-in for Microsoft Excel that will assist scientists in preparing their Excel data for sharing.
Overview of data management policies and data management plans, including the DMPTool. For Ecological Society of America 2013 Meeting in Minneapolis, MN 5 August 2013.
Data Equivalence
Mark Parsons, Lead Project Manager, Senior Associate Scientist, National Snow and Ice Data Center
Data citation, especially using persistent identifiers like Digital Object Identifiers (DOIs), is an increasingly accepted scientific practice. Recently, several, respected organizations have developed guidelines for data citation. The different guidelines are largely congruent in that they agree on the basic practice and elements of data citation, especially for relatively static, whole data collections. There is less agreement on the more subtle nuances of data citation that are sometimes necessary to ensure precise reference and scientific reproducibility--the core purpose of data citation. We need to be sure that if you follow a data reference you get to the precise data that were used or at least their scientific equivalent. Identifiers such as DOIs are necessary but not sufficient for the precise, detailed, references necessary. This talk discusses issues around data set versioning, micro-citation, and scientific equivalence. I propose some interim solutions and suggest research strategies for the future.
Funders and publishers have something in common: for better or worse, we have the ability to influence the behavior of researchers. This talk will focus on what both groups can do to improve research now and in the future.
Data Management: Scientist Perspective - DLF 2012Carly Strasser
Presentation at the 2012 Digital Libraries Federation Fall Forum in Denver, CO. Workshop on Data Management Services, held 5 Nov 2012. http://www.diglib.org/forums/2012forum/data-management-services-at-the-library-the-3-hour-tour/
Presentation on all things open at the 2012 Digital Libraries Federation Fall Forum in Denver CO. Part of a workshop on data management services, 5 Nov 2012.
Data Herding for Scientists - UC Davis OA WeekCarly Strasser
Presentation for the UC Davis for Open Access Week. Covers the current status of data management in the sciences, best practices for data management, data management planning, and tools for researchers.
Data Management: Scientist Perspective - UC3 Data Curation WorkshopCarly Strasser
Presentation on data management: the current landscape, barriers to management, and data types. For UC3-CDL data curation for practitioners workshop, 8 Nov 2012 in Oakland CA.
CDL has recently launched a new project dubbed Digital Curation for Excel (DCXL), funded by the Gordon and Betty Moore Foundation and Microsoft Research. The goal of the DCXL project is to facilitate data management, sharing, and archiving for earth, environmental, and ecological scientists. The main result from the project will be an open source add-in for Microsoft Excel that will assist scientists in preparing their Excel data for sharing.
Overview of data management policies and data management plans, including the DMPTool. For Ecological Society of America 2013 Meeting in Minneapolis, MN 5 August 2013.
Data Equivalence
Mark Parsons, Lead Project Manager, Senior Associate Scientist, National Snow and Ice Data Center
Data citation, especially using persistent identifiers like Digital Object Identifiers (DOIs), is an increasingly accepted scientific practice. Recently, several, respected organizations have developed guidelines for data citation. The different guidelines are largely congruent in that they agree on the basic practice and elements of data citation, especially for relatively static, whole data collections. There is less agreement on the more subtle nuances of data citation that are sometimes necessary to ensure precise reference and scientific reproducibility--the core purpose of data citation. We need to be sure that if you follow a data reference you get to the precise data that were used or at least their scientific equivalent. Identifiers such as DOIs are necessary but not sufficient for the precise, detailed, references necessary. This talk discusses issues around data set versioning, micro-citation, and scientific equivalence. I propose some interim solutions and suggest research strategies for the future.
Funders and publishers have something in common: for better or worse, we have the ability to influence the behavior of researchers. This talk will focus on what both groups can do to improve research now and in the future.
ESA Ignite talk on UC3 Dash platform for data sharingCarly Strasser
Ignite talk (20 slides / 15 seconds per slide) for ESA 2014 meeting in Sacramento, CA 12 August 2014. On the Dash platform for helping researchers manage and share their data via institutional repositories
Data Management for Mountain Observatories WorkshopCarly Strasser
Keynote presentation for 2014 Mountain Observatories Workshop, 16 July 2014.
Abstract:
While methods for collecting data are well taught, there is less emphasis on managing the resulting data effectively. New mandates, announcements, memos, and requirements from agencies and publishers are emerging that encourage better data management, data sharing, and data preservation. Scientists with good management skills will be able to maximize the productivity of their own research, effectively and efficiently share their data with the community, and benefit from the re-use of their data by others. I will offer an overview of data management landscape - discussing recent events, resources, and new directions for data stewardship. I will also cover best practices for data management, which will facilitate data sharing and reuse, and introduce tools researchers can use to help in their data stewardship endeavours.
Libraries & Research Data Management for CO Alliance of Resrch LibrariesCarly Strasser
Keynote presentation for the Colorado Alliance of Research Libraries 2014 Research Data Management Conference, 11 July 2014. Focuses on why data management and sharing is important, and the role of libraries.
Open Science for Australian Institute of Marine Science WorkshopCarly Strasser
*Please excuse the typos :)
Presentation on open science and open data for the Australian Institute of Marine Science (AIMS) workshop on "Raising your research profile using research data". 18 June 2014.
Data management overview and UC3 tools for IASSIST 2014Carly Strasser
Presentation to introduce current landscape of data management and UC3 tools and services that support data sharing. For IASSIST in Toronto, 5 June 2014.
Data Publication for UC Davis Publish or PerishCarly Strasser
Intro presentation for panel on going beyond publishing journal articles. UC Davis "Publish or Perish?" Event, 13 Feb 2014. Sorry about missing gradient on some of slides!
Boletin de la I Copa Panamericana de Voleibol Femenino U17 Guatemala 2024Judith Chuquipul
holaesungusto.- Boletín final de la I Copa Panamericana de Voleibol Femenino U17 - Ciudad de Guatemala 2024 que se realizó del 27 de mayo al 01 de julio, en el Domo Polideportivo Zona 13.
Fuente: norceca.net
Spain vs Italy Spain at Euro Cup 2024 Group, Fixtures, Players to Watch and M...Eticketing.co
Euro Cup 2024 fans worldwide can book Spain vs Italy Tickets from our online platform www.eticketing.co. Fans can book Euro Cup Germany Tickets on our website at discounted prices.
Denmark vs England England Euro Cup squad guide Fixtures, predictions and bes...Eticketing.co
We offer UEFA Euro 2024 Tickets to admirers who can get Denmark vs England Tickets through our trusted online ticketing marketplace. Eticketing. co is the most reliable source for booking Euro Cup Final Tickets. Sign up for the latest Euro Cup Germany Ticket alert.
Spain's Euro Cup 2024 Selections and Croatia's Group of Death Challenge.docxEuro Cup 2024 Tickets
Chelsea's Marc Cucurella is one of only three Premier League players included in Spain's preliminary Euro Cup 2024 squad as the Tottenham star with 11 goal contributions is overlooked
Euro Cup fans worldwide can book Euro 2024 Tickets from our online platform www.worldwideticketsandhospitality. Fans can book Ukraine Vs Belgium Tickets on our website at discounted prices.
Ukraine Euro Cup 2024 Squad Sergiy Rebrov's Selections and Prospects.docxEuro Cup 2024 Tickets
After securing their spot through the playoff route, Ukraine is gearing up for their fourth consecutive European Championship. Ukraine first qualified as hosts in 2012, but in 2016
Results for LtCol Thomas Jasper, Marine, for the 2010 Marine Corps Marathon held October 31, 2010, marking the 35th annual marathon known as "The People's Marathon."
An impressive finishing time of 3:46:39, placing 324th in the Male division ages 40-44.
Spain vs Croatia Date, venue and match preview ahead of Euro Cup clash as Mod...Eticketing.co
We offer Euro Cup Tickets to admirers who can get Spain vs Croatia Tickets through our trusted online ticketing marketplace. Eticketing.co is the most reliable source for booking Euro Cup Final Tickets. Sign up for the latest Euro Cup Germany Ticket alert.
Euro Cup fans worldwide can book Euro 2024 Tickets from our online platform www.worldwideticketsandhospitality. Fans can book Poland Vs Austria Tickets on our website at discounted prices.
Belgium vs Slovakia Belgium announce provisional squad for Euro Cup 2024 Thib...Eticketing.co
Euro 2024 fans worldwide can book Belgium vs Slovakia Tickets from our online platform www.eticketing.co. Fans can book Euro Cup Germany Tickets on our website at discounted prices.
Narrated Business Proposal for the Philadelphia Eaglescamrynascott12
Slide 1:
Welcome, and thank you for joining me today. We will explore a strategic proposal to enhance parking and traffic management at Lincoln Financial Field, aiming to improve the overall fan experience and operational efficiency. This comprehensive plan addresses existing challenges and leverages innovative solutions to create a smoother and more enjoyable experience for our fans.
Slide 2:
Picture this: It’s a crisp fall afternoon, driving towards Lincoln Financial Field. The atmosphere is electric—tailgaters grilling, fans in Eagles jerseys creating a sea of green and white. The air buzzes with camaraderie and anticipation. You park, join the throng, and make your way to your seat. The stadium roars as the Eagles take the field, sending chills down your spine. Each play is a thrilling dance of strategy and skill. This is what being an Eagles fan is all about—the joy, the pride, and the shared experience.
Slide 3:
But now, the day is marred by frustration. The excitement wanes as you struggle to find a parking spot. The congestion is overwhelming, and tempers flare. The delays mean you miss the pre-game excitement, the tailgate camaraderie, and even the opening kick-off. After the game, the joy of victory or the shared solace of defeat is overshadowed by the stress of navigating out of the parking lot. The gridlock, honking horns, and endless waiting drain the energy and joy from what should have been an unforgettable experience.
Our proposal aims to eliminate these frustrations, ensuring that from arrival to departure, your experience is extraordinary. Efficient parking and smooth traffic flow are key to maintaining the high spirits and excitement that make game days special.
Slide 4:
The Philadelphia Eagles are not just a premier NFL team; they are an integral part of the community, hosting games, concerts, and various events at Lincoln Financial Field. Our state-of-the-art stadium is designed to provide a world-class experience for every attendee. Whether it's the thrill of game day, the excitement of a live concert, or the camaraderie of community events, we pride ourselves on delivering a fan-first experience and maintaining operational excellence across all our activities. Our commitment to our fans and community is unwavering, and we continuously strive to enhance every aspect of their experience, ensuring they leave with unforgettable memories.
Slide 5:
Recent trends show an increasing demand for efficient event logistics. Our customer feedback has consistently highlighted frustrations with parking and traffic. Surveys indicate that a significant number of fans are dissatisfied with the current parking situation. Comparisons with other venues like Citizens Bank Park and Wells Fargo Center reveal that we lag in terms of parking efficiency and convenience. These insights underscore the urgent need for innovation to meet and exceed fan expectations.
Slide 6:
As we delve into the intricacies of our operations, one glaring issue emer
Euro Cup international supporters can book Euro 2024 Tickets from our online platform Worldwideticketsandhospitality.com. Followers can book Portugal Vs Czechia Tickets on our website at sale prices.
Turkey's Euro 2024 Squad Overview and Transfer Speculation.docxEuro Cup 2024 Tickets
Vincenzo Montella has announced a preliminary 35-man squad for Turkey ahead of the UEFA Euro 2024, which includes three Serie A players, Hakan Calhanoglu, Kenan Yildiz, and Zeki Celik
Euro Cup fans worldwide can book Euro 2024 Tickets from our online platform www.worldwideticketsandhospitality. Fans can book Belgium Vs Romania Tickets on our website at discounted prices.
1. From
Calisphere
via
California
State
University
Libraries,
Data
Management
A
Scientist’s
ark:/13030/c818356g
Perspective
Carly
Strasser
California
Digital
Library
University
of
Florida
Libraries
University
of
California
Curation
Center
August
2012
2. C.
Strasser
C.
Strasser
Courtesy
of
WHOI
C.
Strasser
C.
Strasser
3. C.
Strasser
C.
Strasser
North
Atlantic
right
whale
mother
and
calf,
C.
Strasser
by
Gill
Braulik
under
Permit
No.
655-‐1652
4. Roadmap
5. Landscape
4. Barriers
3. The
Fallout
2. The
world
of
data
1. A
brief
history
of
data
collection
C.
Strasser
5. A
Brief
From
Calisphere
via
Santa
Clara
University,
History
of
Data
ark:/13030/kt696nc7j2
Collection
Or…
how
scientists
came
to
be
so
bad
at
data
management
8. From
Flickr
by
DW0825
From
Flickr
by
Flickmor
From
Flickr
by
deltaMike
The
lab/field
notebook…?
www.woodrow.org
C.
Strasser
Courtesey
of
WHOI
From
Flickr
by
US
Army
Environmental
Command
9. From
Flickr
by
DW0825
From
Flickr
by
Flickmor
From
Flickr
by
deltaMike
Digital
data
www.woodrow.org
C.
Strasser
Courtesey
of
WHOI
From
Flickr
by
US
Army
Environmental
Command
18. The
Long
Tail
Size
of
dataset
grant
($)
#
datasets
#
researchers
#
grants
19. The
Long
Tail
300
NSF
DEB
2005-‐2010
250
n
=
1234
Number of Awards
200
150
100
50
0
0.1 0.5 1 1.5 2 >2.5
Award Amount (millions of dollars)
Hampton
et
al.,
In
press,
Frontiers
in
Ecology
and
Evolution
21. UGLY TRUTH
Many
(most?)
researchers…
5shortessays.blogspot.com
are
not
taught
data
management
don’t
know
what
metadata
are
can’t
name
data
centers
or
repositories
don’t
share
data
publicly
or
store
it
in
an
archive
aren’t
convinced
they
should
share
data
28. The
Fallout:
Where
data
end
up
From
Flickr
by
diylibrarian
www
blog.order2disorder.com
From
Flickr
by
csessums
Data
Metadata
From
Flickr
by
csessums
Recreated
from
Klump
et
al.
2006
29. The
Fallout
Data
Reuse
Data
Sharing
Data
Management
30. Is data produced Is the data produced 100
NSF
Dare data
Where EB
awards
or reused? shared? 2005-‐2009
shared?
Is data produced
or reused?
Is the data produced
shared?
One
paper
from
each
Where areor
GenBank data
shared?
Shared TreeBase
Produced
all award
Else-
Reused Shared where
none GenBank or
Shared
Shared
Produced TreeBase
Is data produced
Both Is the data some
produced Where are data
all Else-
or reused? shared? shared?
Reused Shared where
none
Shared
Produced: 57% (37) Shared all: 28% (17)
some GenBank or
Both GenBank or
Reused: 8% (5) Shared some: 15% (9) TreeBase:
Produced Shared TreeBase (21)
81%
Both: 35% (23) Shared none: 57% (34)
all Elsewhere: 19% (5)
Else-
Reused Shared where
Produced: 57% (37) Shared all: 28% (17) GenBank or
none
Reused: 8% (5) Shared
Shared some: 15% (9) TreeBase: 81% (21)
Both: Both (23)
35% some
Shared none: 57% (34) Elsewhere: 19% (5)
Produced: 57% (37) Shared all: 28% (17) GenBank or
Reused: 8% (5) Shared some: 15% (9) TreeBase: 81% (21)
Both: 35% (23) Shared none: 57% (34) Elsewhere: 19% (5)
Hampton
et
al.,
In
press,
Frontiers
in
Ecology
and
Evolution
31. Why?
Barriers
to
Data
Stewardship
From
Flickr
by
iowa_spirit_walker
32. From
Flickr
by
indigoprime
Barriers:
Cost
From
Flickr
by
kobiz7
C.
Strasser
35. Barriers:
Sociocultural
Not
the
norm
Lack
of
/
too
From
Flickr
by
toucanradio
many
standards
Disparate
data
From
Flickr
by
Chris
Campbell
36. Barriers:
Sociocultural
From
Flickr
by
uniinnsbruck
Not
the
norm
Lack
of
/
too
many
standards
Disparate
data
Lack
of
training
37. From
Flickr
by
Christina
Ann
VanMeter
Missed
opportunities
Loss
of
rights
or
benefits
From
Flickr
by
pnh
Barriers:
Sociocultural
Conflict
From
Flickr
by
tymesynk
Misuse
38. Barriers:
Sociocultural
Lack
of
incentives
Time
consuming
&
expensive
No
requirements
From
Flickr
by
bthomso
Reward
structure
39. From
Flickr
by
Marquette
University
generation?
But
what
about
the
next
40. Are
Undergrads
Learning
About
Data
Management?
• Metadata
generation
40
• Software
choice
35
• File
naming
• QAQC
30
Important
• Backing
up
25
• Workflows
20
• Data
sharing
• Data
re-‐use
15
• Meta-‐analysis
10
• Reproducibility
• Notebook
protocols
5
• Databases
0
If
it’s
important,
why
0
10
Assessed
20
30
40
isn’t
it
taught?
41. Are
Undergrads
Learning
About
Data
Management?
Barriers:
Too
Not
a
Not
advanced
priority
appropriate
level
Students
Time
don’t
know
No
software
Lab
No
training
Covered
Too
in
Lab
big
43. Who
cares?
From
Flickr
by
Redden-‐McAllister
From
Flickr
by
AJC1
www.rba.gov.au
44. Where
data
end
up
From
Flickr
by
diylibrarian
www
Data
www
Metadata
From
Flickr
by
torkildr
Recreated
from
Klump
et
al.
2006
45. Trends
in
Data
Archiving
Journal
publishers
Joint
Data
Archiving
Agreement
Data
Papers
etc.
Ecological
Archives,
Beyond
the
PDF
Funders
Data
management
requirements
46. What
is
a
data
management
plan?
A
document
that
describes
what
you
will
do
with
your
data
during
your
research
and
after
you
complete
your
research
47. Why
should
a
scientist
prepare
a
DMP?
Saves
time
Increases
efficiency
Easier
to
use
data
Others
can
understand
&
use
data
Credit
for
data
products
Funders
require
it
49. NSF
DMP
Requirements
From
Grant
Proposal
Guidelines:
DMP
supplement
may
include:
1. the
types
of
data,
samples,
physical
collections,
software,
curriculum
materials,
and
other
materials
to
be
produced
in
the
course
of
the
project
2.
the
standards
to
be
used
for
data
and
metadata
format
and
content
(where
existing
standards
are
absent
or
deemed
inadequate,
this
should
be
documented
along
with
any
proposed
solutions
or
remedies)
3.
policies
for
access
and
sharing
including
provisions
for
appropriate
protection
of
privacy,
confidentiality,
security,
intellectual
property,
or
other
rights
or
requirements
4.
policies
and
provisions
for
re-‐use,
re-‐distribution,
and
the
production
of
derivatives
5.
plans
for
archiving
data,
samples,
and
other
research
products,
and
for
preservation
of
access
to
them
50. NSF’s
Vision*
DMPs
and
their
evaluation
will
grow
&
change
over
time
(similar
to
broader
impacts)
Peer
review
will
determine
next
steps
Community-‐driven
guidelines
– Different
disciplines
have
different
definitions
of
acceptable
data
sharing
– Flexibility
at
the
directorate
and
division
levels
– Tailor
implementation
of
DMP
requirement
Evaluation
will
vary
with
directorate,
division,
&
program
officer
*Unofficially
Help
from
Jennifer
Schopf,
NSF
52. Individual
Challenges
What
is
a
data
Will
I
get
credit
for
my
work?
Collect
management
plan?
Analyze
Assure
What
is
What
tools
do
I
metadata?
use?
Are
there
standards?
Integrate
Describe
How
much
will
it
cost?
Who
can
help
me?
Discover
Deposit
Where
do
I
How
do
I
preserve
my
Preserve
preserve
my
data?
data?
53. NSF
funded
DataNet
Project
Office
of
Cyberinfrastructure
Community
Cyberinfrastructure
Engagement
&
Outreach
Courtesy
of
DataONE
54. What
role
can
libraries
play
in
data
education?
What
barriers
to
sharing
can
we
eliminate?
Why
don’t
people
share
data?
Is
data
management
Do
attitudes
about
being
taught?
sharing
differ
among
disciplines?
How
can
we
promote
storing
data
in
repositories?