WHERE LEGO®
MEETS
FAIR DATA
Ma ia i a de Luca, Fede ica Bazzocchi, A ea Science Pa k
OpenAi e RDM Boo camp, 16 h Oc obe 2025
Resea ch Ins i u e o
Technological Inno a ion (RIT)
Th ee labo a o ies implemen ing an
in eg a ed da a ecosys em whe e da a a e
collec ed, managed and analyzed.
They p o ide open-access knowledge and
se ices aimed a suppo ing expe imen al
es ing as well as applied and indus ial
esea ch p ojec s.
LABORATORY o
GENOMICS AND
EPIGENOMICS
LAGE
LABORATORY o
ELECTRON
MICROSCOPY
LAME
LABORATORY o
DATA
ENGINEERING
LADE
DATA INFRASTRUCTURE
DATA MANGEMENT AND
CURATION
DATA SCIENCE
AREA SCIENCE PARK (TRIESTE)
DATA STRUCURED AND USTRUCTURED
Images gene a ed wi h AI
STRUCTURED DATA UNSTRUCTURED DATA
RESEARCH PROJECT and RAW DATA
Millennium Falcon MANUAL
LEGO Se 75192-1 Millennium Falcon (2017 S a Wa s > Ul ima e Collec o Se ies) | Reb ickable - Build wi h LEGO
Doo SangyaPundi - Eigen we k, CC BY-SA 4.0, h ps://commons.wikimedia.o g/w/index.php?cu id=53414062
FAIR PRINCIPLES
Wilkinson, M., Dumon ie , M., Aalbe sbe g, I. e al. The FAIR Guiding P inciples o scien i ic da a managemen and s ewa dship. Sci Da a 3, 160018
(2016). h ps://doi.o g/10.1038/sda a.2016.18
8
Da a a e g owing as e han e e .
The eal challenge is no hei quan i y, bu
ou capaci y o manage hem esponsibly
Speci ic ain on FAIR da a managemen aims a p o iding
he skills o u n his challenge in o oppo uni y
F A I R p inciples
These high-le el FAIR Guiding P inciples
p ecede implemen a ion choices, and do
no sugges any speci ic echnology, s anda d,
o implemen a ion-solu ion;
Mo eo e , he P inciples a e no , hemsel es, a s anda d o a speci ica ion.
They ac as a guide o da a publishe s and s ewa ds o assis hem in
e alua ing whe he hei pa icula implemen a ion choices a e ende ing
hei digi al esea ch a e ac s Findable, Accessible, In e ope able, and
Reusable.
Wilkinson, M., Dumon ie , M., Aalbe sbe g, I. e al. The FAIR Guiding P inciples o scien i ic da a managemen and
s ewa dship. Sci Da a 3, 160018 (2016). h ps://doi.o g/10.1038/sda a.2016.18
Pic u e om «The Tu ing Way» 10.5281/zenodo.3332807
FAIR p inciples
apply du ing all
he phases o
he Resea ch
da a li ecycle
D
E
S
I
G
N
&
P
L
A
N
N
I
N
G
S
H
A
R
E
&
R
E
U
S
E
P
R
O
C
E
S
S
I
N
G
&
A
N
A
L
Y
S
I
S
C
O
L
L
E
C
T
&
C
R
E
A
T
E
P ojec
p oposal P ojec
app o ed
DMP
d a
Resou ce
planning
High le el
policies
Coaching
guidance
Da a
e ie al
Da a
ype
Sc ip s
algo i hms
S o age
backup
Me ada a
s anda ds
Da a
o ganiza ion
Raw da a
& Ac i e
Analysis
Ready da a
Wo k lows
Quali y
con ol
Da a
p ese e
P o enance
Ve sion
con ol
Da a
sha ing
Code
sha ing
IP & IPR
Licenses
Me ada a
sha ing
Bongae s, N., & Della Chiesa, S. (2022).
Resea ch Da a Managemen Li ecycle (2.0).
Zenodo.
h ps://doi.o g/10.5281/zenodo.6602006
MDMC is designed o
The undamen al p inciples o ep oducibili y
FAIR DATA MANAGEMENT is no a bu euc a ic bu den
FAIR can be seen as he hecnical implemen a ion o he
scien i ic me hod
HOW LEGO® MEET DATA MANAGEMENT?
Wha we ha e called
cha ac e is ics a e
me ada a (da a abou
da a) o ou aw da a
(LEGO® componen s)
By choosing and assigning
a hie a chy a
cha ac e is ics we induced
a me ada a schema
EXAMPLE OF LEGO® CLASSIFICATION
EXAMPLE OF LEGO® CLASSIFICATION
We ha e wo
s a egies o make a
da ase FAIR…
•analyzing he con en
and s uc u e
•de ining and choosing
a seman ic model,
•en iching he
eco e able me ada a
• ans o ming i in o
an open and linkable
o ma
•assigning licenses.
FAIRi ica ion
GO FAIR amewo k
0
20
40
60
80
100
120
10 20 30 40 50 60 70 80 90 100 110 120 130 140 150
ime spen
P oduce he da a
Images gene a ed by AI
•Planning he s uc u e
•Planning he inges ion
•de ining and choosing a
seman ic model,
•Planning how o collec
me ada a
• how o ans o m da a
in o an open and linkable
o ma
•choosing licenses
FAIR-by-design
Implemen he pipeline
Images gene a ed byAI
0
20
40
60
80
100
120
10 20 30 40 50 60 70 80 90 100 110 120 130 140 150
ime spen
G ea s a egy o
well managed
and cu a ed FAIR
da a may lead o
g ea
achi emen s!!!
AN OFFICIAL LEGO® REPOSITORY
PART
Reb ickable | Reb ickable - Build wi h LEGO
MODEL=
SHAPE+
DECORATION
4 digi numbe
+ le e s&code
pa _num
name
3004p 0050
B ick 1 x 2 wi h 2 Pea l Gold Lines (V
-Neck Shi ),
Medium La ende T iangle p in
COLOR
Id_colo
decoded
OUR CONTACTS
✓Websi e: MDMC - SISSA
✓A ailable OPEN ma e ial: MDMC - Zenodo
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✓Email : [email p o ec ed]
MDMC INFORMATION and LINKS
ma ia i a.deluca@a easciencepa k.i
ede ica.bazzocchi@a easciencepa k.i