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Italo Testa et al. Design and Development of a Learning Progression about SSE
Italo TESTA1
Arturo COLANTONIO2,3,, Silvio LECCIA3, Silvia GALANO1, Emanuella PUDDU3
1 Department of Physics “E. Pancini”, University Federico II, Naples, Italy
2 Physics Division, School of Science & Technology, University of Camerino, Camerino, Italy
3 INAF, Astronomical Observatory of Capodimonte, Naples, Italy
Design and Development of a
Learning Progression about
Stellar Structure and Evolution
1
Italo Testa et al. Design and Development of a Learning Progression about SSE
Introduction
Research in science education increasingly promotes use of
Learning Progressions (LPs) to describe and interpret how students
develop their understanding of a given concept across school
levels
(Corcoran, Mosher, & Rogat, 2009)
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
2
Italo Testa et al. Design and Development of a Learning Progression about SSE
• Areas of astronomy covered by LPs so far: 
 Celestial Motion
 Change of seasons (Willard and Roseman, 2007; Sneider, Bar, & Cavanagh, 2011; Plummer & Maynard, 2014) 
 Motion of the Sun and Moon (Plummer, 2009; Plummer and Krajcik, 2010)
 Moon phases (Plummer, 2012)
 Seasonal changes, Moon phases, solar and lunar eclipses (Testa et al., 2015)
 Solar system formation (Plummer et al., 2015)
• Astronomy and astrophysics areas at higher level of education 
partially covered
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
Introduction
3
Italo Testa et al. Design and Development of a Learning Progression about SSE
A LP about Stellar Structure and Evolution (SSE)?
• SSE provides meaningful explanatory models for a broad 
range of phenomena in the field of astronomy:
• presence and production of heavy elements
• conditions under which life has developed in the Universe
• improvement and validation of models of the Universe 
4
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
4
Italo Testa et al. Design and Development of a Learning Progression about SSE
• SSE is related to students’ learning of
• how life on Earth depends on the Sun
• indirect inquiry methodologies used in physics
• core concepts in classical and modern physics
• Connection with other big ideas in Astronomy:
• size and distances 
• galaxies
• Universe
5
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
A LP about Stellar Structure and Evolution (SSE)?
5
Italo Testa et al. Design and Development of a Learning Progression about SSE
Research question
How do students progress in their understanding 
about SSE when exposed to iteratively designed 
instructional activities in a LP framework?
6
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
6
Italo Testa et al. Design and Development of a Learning Progression about SSE
Research design
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
Design
Assessment 
& 
Revision of LP1
Re‐Design of TLS1
Assessment
& 
Revision of LP2
Interviews
Literature
Curriculum
Interviews
Literature
Curriculum
Interviews
Classroom 
implementations
Interviews
Classroom 
implementations
7
Italo Testa et al. Design and Development of a Learning Progression about SSE
Students’ understanding of SSE 
• Incorrect students ideas (Finegold & Pundak, 1990; Raypaul et al., 2018):
• stars and planet; 
• Milky Way composed by close stars;
• distance between stars and Earth; 
• stars are motionless
• Confusion between chemical and nuclear reactions (Agan, 2004)
• Role of gravity (Bailey, 2006)
• H‐R diagram as a “real” trajectory(Agan, 2004)
• No other study so far identified increasingly sophisticated reasoning 
about SSE
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
8
Italo Testa et al. Design and Development of a Learning Progression about SSE
Italian school curriculum about SSE
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
celestial objects
celestial sphere
stars’ composition 
life cycle of stars
HR diagram
galaxies
origin of the 
Universe
Earth sciences
9
Palmieri & 
Parotto, 2012
Italo Testa et al. Design and Development of a Learning Progression about SSE
Choice of LP dimensions 
Functioning and
Evolution
Composition and
aggregation state
Hydrostatic
equilibrium
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
GravityGravity
TemperatureTemperature
Nuclear 
reactions
Nuclear 
reactions
MassMass
…….…….
10
Italo Testa et al. Design and Development of a Learning Progression about SSE
Instrument
• 20‐minutes, seven‐question interview adapted from an existing 
multiple‐choice instrument (Bailey et al., 2012)
• Composition and aggregation state:
• What is a star? 
• What is the composition of a star? 
• Draw the shape and internal structure of a star. Briefly explain your drawing
• Hydrostatic equilibrium
• Do you think that a star is a system in equilibrium?
• Functioning and evolution
• How does a star form? 
• What is the main mechanism underlying stars’ functioning? 
• How would you describe the final stages of the life of a star? 
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
11
Italo Testa et al. Design and Development of a Learning Progression about SSE12
Data analysis(Minstrell’s “facets”, 1992)
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
Facets
LP levels
Lower anchor
Level 1
Upper anchor
Student 1
Student 2
Student 3
Student n
Spontaneous
(a)
Spontaneous
(a)
Spontaneous
(b)
Spontaneous
(b)
Spontaneous
(j)
Spontaneous
(j)
Scientific (a)Scientific (a)
Scientific (b)Scientific (b)
Student i
Coding
Mapping
Inter‐rater reliability = 0.88; 0.94; 0.95
12
Italo Testa et al. Design and Development of a Learning Progression about SSE
Samples involved
13
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
Sample 1:  N = 77, 
 30 first year (13‐14 years old), 47 fifth year (17‐18 years old) students
after curriculum instruction
Sample 2: N = 20, 
 17‐18 years old after TLS1
Sample 3: N = 30, 
 17‐18 years old after TLS2
13
Italo Testa et al. Design and Development of a Learning Progression about SSE
Findings – LP1
Level Hydrostatic Equilibrium
Upper Anchor Balancing gravitational force and radiative pressure
forces
Level 2 Incomplete balancing of forces
Level 1 Recognized but qualitative
Lower Anchor Structure not in equilibrium
14
Introduction 
and aims
Findings
Conclusive 
remarks
Methods
14
Italo Testa et al. Design and Development of a Learning Progression about SSE
Level Composition and aggregation state
Upper Anchor H and He recognized, mass, temperature, radius.
Spherical shape. Internal structure justified
Level 2 H and He recognized, mass, temperature, radius.
Spherical shape. Internal structure incomplete
Level 1
Made of gases. Spherical shape. Internal structure not
recognized.
Lower Anchor
Made of dust, gases or result of collisions. H and He
not the main constituents. Shape not recognized.
Internal structure not recognized.
15
Introduction 
and aims
Findings
Conclusive 
remarks
Methods
Findings – LP1
15
Italo Testa et al. Design and Development of a Learning Progression about SSE
Level Functioning and evolution
Upper Anchor Gravity is correctly recognized. Stellar functioning qualitatively
justified. Life/death stages justified in terms of mass
Level 2 Gravity is recognized but role is unclear. Stellar functioning
qualitatively justified. Final stages incorrectly described
Level 1 Formation is attributed to a generic attraction. Nuclear reactions
important but role is unclear. Final stages incorrectly described
Lower Anchor
Gravity not recognized in formation. Nuclear reactions
important but confused with chemical reactions. Final stages
incorrectly described.
16
Findings – LP1
Introduction 
and aims
Findings
Conclusive 
remarks
Methods
16
Italo Testa et al. Design and Development of a Learning Progression about SSE
Findings – Distribution in LP1 levels
Hydrostatic equilibrium*
(* p<10‐4)
Introduction 
and aims
Findings
Conclusive 
remarks
Methods
Comp. and aggr. state ** 
(** p =0.042)
Functioning and evolution ns
17
Italo Testa et al. Design and Development of a Learning Progression about SSE
TLS1 activities
(Leccia et al., 2015; Colantonio at al. 2016)
18
Introduction 
and aims
Findings
Conclusive 
remarks
Methods 2
3 2
2 2
2
5.7*10 ;
2.7*10S
v
ms
R
GM
ms
R
 



18
Italo Testa et al. Design and Development of a Learning Progression about SSE
Sample 2 (N = 20)
19
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
Marginal homogeneity test: p < 0.005; p < 0.008; p < 0.001
Hydrostatic equilibrium Comp. and aggr. state Functioning and evolution
19
Italo Testa et al. Design and Development of a Learning Progression about SSE
TLS2 activities
(Colantonio at al. 2016)
20
Introduction 
and aims
Findings
Conclusive 
remarks
Methods
4
H He
 
2
15
2 1
,
1
hc
k T
hc
I T
e 


 
 
 
 
20
Italo Testa et al. Design and Development of a Learning Progression about SSE
Sample 3 (N = 30)
21
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
Marginal homogeneity test: p < 10‐4
Hydrostatic equilibrium Comp. and aggr. state Functioning and evolution
21
Italo Testa et al. Design and Development of a Learning Progression about SSE
Findings – Final LP (LP3)
22
Level Hydrostatic Equilibrium
Upper Anchor Balancing gravitational force and radiative pressure forces
Level 4 Role of thermodynamics recognized but mechanism
underlying balancing pressure forces is unclear
Level 3 Balance of forces is unclear
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
22
Italo Testa et al. Design and Development of a Learning Progression about SSE
Findings – Final LP (LP3)
23
Level Composition/aggregation
Upper Anchor
H and He recognized, mass, temperature, radius. Presence of
heavier elements inferred from spectrum. Spherical shape
recognized. Spectra as result of composition. Internal
structure justified. Variable density
Level 4
Spectra as result of composition. Spherical shape recognized
but not justified. Internal structure recognized but not
justified. Variable density
Level 3
Spectra not associated to composition. Spherical shape
recognized but not justified. Internal structure recognized but
not justified. Variable density
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
23
Italo Testa et al. Design and Development of a Learning Progression about SSE
Findings – Final LP (LP3)
24
Level Functioning and evolution
Upper
Anchor
Gravity determines spherical shape. Relationship between
surface temperature and inner processes. Nuclear reactions are
related to evolution and production of elements. Role of mass
qualitatively justified
Level 4
Gravity role in birth partially described. Relationship between
surface temperature and inner processes. Nuclear reactions are
related to evolution and production of elements. Role of mass
unclear
Level 3
Gravity role in birth unclear. Relationships between surface
temperature and inner processes. Role of nuclear reactions in
evolution unclear. Role of mass unclear
Introduction 
and aims
Methods
Findings
Conclusive 
remarks
24
Italo Testa et al. Design and Development of a Learning Progression about SSE
Discussion
• The three chosen dimensions of SSE LP
i. explain a variety of phenomena
ii. are representative of concepts taught in high school syllabi
iii. encompass high school students’ relevant ideas
o Further dimensions to include undergraduate students’ ideas?
• The three chosen dimensions of SSE LP
i. explain a variety of phenomena
ii. are representative of concepts taught in high school syllabi
iii. encompass high school students’ relevant ideas
o Further dimensions to include undergraduate students’ ideas?
25
Introduction
and aims
Methods
Findings
Conclusive 
remarks
25
Italo Testa et al. Design and Development of a Learning Progression about SSE
Discussion
• Findings confirm and extend prior work 
(Agan, 2004; Bailey, 2006; Bailey et al, 2009; Plummer et al., 2015)
• Role of gravity in SSE
• Combination of dynamics, thermodynamics and hydrostatics to explain
equilibrium
• Confusion between chemical and nuclear reactions
• Production of elements until Fe
• Findings confirm and extend prior work 
(Agan, 2004; Bailey, 2006; Bailey et al, 2009; Plummer et al., 2015)
• Role of gravity in SSE
• Combination of dynamics, thermodynamics and hydrostatics to explain
equilibrium
• Confusion between chemical and nuclear reactions
• Production of elements until Fe
26
Introduction
and aims
Methods
Findings
Conclusive 
remarks
26
Italo Testa et al. Design and Development of a Learning Progression about SSE
Implications ‐ LPs
27
Introduction
and aims
Methods
Findings
Conclusive 
remarks
27
Italo Testa et al. Design and Development of a Learning Progression about SSE
Thank you for your attention!
How to get a copy of the paper:
https://journals.aps.org/prper/abstract/10.1103/PhysRevPhysEducRes.14.010143
italo.testa@unina.it
28

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Design and Development of a Learning Progression about Stellar Structure and Evolution

  • 1. Italo Testa et al. Design and Development of a Learning Progression about SSE Italo TESTA1 Arturo COLANTONIO2,3,, Silvio LECCIA3, Silvia GALANO1, Emanuella PUDDU3 1 Department of Physics “E. Pancini”, University Federico II, Naples, Italy 2 Physics Division, School of Science & Technology, University of Camerino, Camerino, Italy 3 INAF, Astronomical Observatory of Capodimonte, Naples, Italy Design and Development of a Learning Progression about Stellar Structure and Evolution 1
  • 2. Italo Testa et al. Design and Development of a Learning Progression about SSE Introduction Research in science education increasingly promotes use of Learning Progressions (LPs) to describe and interpret how students develop their understanding of a given concept across school levels (Corcoran, Mosher, & Rogat, 2009) Introduction  and aims Methods Findings Conclusive  remarks 2
  • 3. Italo Testa et al. Design and Development of a Learning Progression about SSE • Areas of astronomy covered by LPs so far:   Celestial Motion  Change of seasons (Willard and Roseman, 2007; Sneider, Bar, & Cavanagh, 2011; Plummer & Maynard, 2014)   Motion of the Sun and Moon (Plummer, 2009; Plummer and Krajcik, 2010)  Moon phases (Plummer, 2012)  Seasonal changes, Moon phases, solar and lunar eclipses (Testa et al., 2015)  Solar system formation (Plummer et al., 2015) • Astronomy and astrophysics areas at higher level of education  partially covered Introduction  and aims Methods Findings Conclusive  remarks Introduction 3
  • 4. Italo Testa et al. Design and Development of a Learning Progression about SSE A LP about Stellar Structure and Evolution (SSE)? • SSE provides meaningful explanatory models for a broad  range of phenomena in the field of astronomy: • presence and production of heavy elements • conditions under which life has developed in the Universe • improvement and validation of models of the Universe  4 Introduction  and aims Methods Findings Conclusive  remarks 4
  • 5. Italo Testa et al. Design and Development of a Learning Progression about SSE • SSE is related to students’ learning of • how life on Earth depends on the Sun • indirect inquiry methodologies used in physics • core concepts in classical and modern physics • Connection with other big ideas in Astronomy: • size and distances  • galaxies • Universe 5 Introduction  and aims Methods Findings Conclusive  remarks A LP about Stellar Structure and Evolution (SSE)? 5
  • 6. Italo Testa et al. Design and Development of a Learning Progression about SSE Research question How do students progress in their understanding  about SSE when exposed to iteratively designed  instructional activities in a LP framework? 6 Introduction  and aims Methods Findings Conclusive  remarks 6
  • 7. Italo Testa et al. Design and Development of a Learning Progression about SSE Research design Introduction  and aims Methods Findings Conclusive  remarks Design Assessment  &  Revision of LP1 Re‐Design of TLS1 Assessment &  Revision of LP2 Interviews Literature Curriculum Interviews Literature Curriculum Interviews Classroom  implementations Interviews Classroom  implementations 7
  • 8. Italo Testa et al. Design and Development of a Learning Progression about SSE Students’ understanding of SSE  • Incorrect students ideas (Finegold & Pundak, 1990; Raypaul et al., 2018): • stars and planet;  • Milky Way composed by close stars; • distance between stars and Earth;  • stars are motionless • Confusion between chemical and nuclear reactions (Agan, 2004) • Role of gravity (Bailey, 2006) • H‐R diagram as a “real” trajectory(Agan, 2004) • No other study so far identified increasingly sophisticated reasoning  about SSE Introduction  and aims Methods Findings Conclusive  remarks 8
  • 9. Italo Testa et al. Design and Development of a Learning Progression about SSE Italian school curriculum about SSE Introduction  and aims Methods Findings Conclusive  remarks celestial objects celestial sphere stars’ composition  life cycle of stars HR diagram galaxies origin of the  Universe Earth sciences 9 Palmieri &  Parotto, 2012
  • 10. Italo Testa et al. Design and Development of a Learning Progression about SSE Choice of LP dimensions  Functioning and Evolution Composition and aggregation state Hydrostatic equilibrium Introduction  and aims Methods Findings Conclusive  remarks GravityGravity TemperatureTemperature Nuclear  reactions Nuclear  reactions MassMass …….……. 10
  • 11. Italo Testa et al. Design and Development of a Learning Progression about SSE Instrument • 20‐minutes, seven‐question interview adapted from an existing  multiple‐choice instrument (Bailey et al., 2012) • Composition and aggregation state: • What is a star?  • What is the composition of a star?  • Draw the shape and internal structure of a star. Briefly explain your drawing • Hydrostatic equilibrium • Do you think that a star is a system in equilibrium? • Functioning and evolution • How does a star form?  • What is the main mechanism underlying stars’ functioning?  • How would you describe the final stages of the life of a star?  Introduction  and aims Methods Findings Conclusive  remarks 11
  • 12. Italo Testa et al. Design and Development of a Learning Progression about SSE12 Data analysis(Minstrell’s “facets”, 1992) Introduction  and aims Methods Findings Conclusive  remarks Facets LP levels Lower anchor Level 1 Upper anchor Student 1 Student 2 Student 3 Student n Spontaneous (a) Spontaneous (a) Spontaneous (b) Spontaneous (b) Spontaneous (j) Spontaneous (j) Scientific (a)Scientific (a) Scientific (b)Scientific (b) Student i Coding Mapping Inter‐rater reliability = 0.88; 0.94; 0.95 12
  • 13. Italo Testa et al. Design and Development of a Learning Progression about SSE Samples involved 13 Introduction  and aims Methods Findings Conclusive  remarks Sample 1:  N = 77,   30 first year (13‐14 years old), 47 fifth year (17‐18 years old) students after curriculum instruction Sample 2: N = 20,   17‐18 years old after TLS1 Sample 3: N = 30,   17‐18 years old after TLS2 13
  • 14. Italo Testa et al. Design and Development of a Learning Progression about SSE Findings – LP1 Level Hydrostatic Equilibrium Upper Anchor Balancing gravitational force and radiative pressure forces Level 2 Incomplete balancing of forces Level 1 Recognized but qualitative Lower Anchor Structure not in equilibrium 14 Introduction  and aims Findings Conclusive  remarks Methods 14
  • 15. Italo Testa et al. Design and Development of a Learning Progression about SSE Level Composition and aggregation state Upper Anchor H and He recognized, mass, temperature, radius. Spherical shape. Internal structure justified Level 2 H and He recognized, mass, temperature, radius. Spherical shape. Internal structure incomplete Level 1 Made of gases. Spherical shape. Internal structure not recognized. Lower Anchor Made of dust, gases or result of collisions. H and He not the main constituents. Shape not recognized. Internal structure not recognized. 15 Introduction  and aims Findings Conclusive  remarks Methods Findings – LP1 15
  • 16. Italo Testa et al. Design and Development of a Learning Progression about SSE Level Functioning and evolution Upper Anchor Gravity is correctly recognized. Stellar functioning qualitatively justified. Life/death stages justified in terms of mass Level 2 Gravity is recognized but role is unclear. Stellar functioning qualitatively justified. Final stages incorrectly described Level 1 Formation is attributed to a generic attraction. Nuclear reactions important but role is unclear. Final stages incorrectly described Lower Anchor Gravity not recognized in formation. Nuclear reactions important but confused with chemical reactions. Final stages incorrectly described. 16 Findings – LP1 Introduction  and aims Findings Conclusive  remarks Methods 16
  • 17. Italo Testa et al. Design and Development of a Learning Progression about SSE Findings – Distribution in LP1 levels Hydrostatic equilibrium* (* p<10‐4) Introduction  and aims Findings Conclusive  remarks Methods Comp. and aggr. state **  (** p =0.042) Functioning and evolution ns 17
  • 18. Italo Testa et al. Design and Development of a Learning Progression about SSE TLS1 activities (Leccia et al., 2015; Colantonio at al. 2016) 18 Introduction  and aims Findings Conclusive  remarks Methods 2 3 2 2 2 2 5.7*10 ; 2.7*10S v ms R GM ms R      18
  • 19. Italo Testa et al. Design and Development of a Learning Progression about SSE Sample 2 (N = 20) 19 Introduction  and aims Methods Findings Conclusive  remarks Marginal homogeneity test: p < 0.005; p < 0.008; p < 0.001 Hydrostatic equilibrium Comp. and aggr. state Functioning and evolution 19
  • 20. Italo Testa et al. Design and Development of a Learning Progression about SSE TLS2 activities (Colantonio at al. 2016) 20 Introduction  and aims Findings Conclusive  remarks Methods 4 H He   2 15 2 1 , 1 hc k T hc I T e            20
  • 21. Italo Testa et al. Design and Development of a Learning Progression about SSE Sample 3 (N = 30) 21 Introduction  and aims Methods Findings Conclusive  remarks Marginal homogeneity test: p < 10‐4 Hydrostatic equilibrium Comp. and aggr. state Functioning and evolution 21
  • 22. Italo Testa et al. Design and Development of a Learning Progression about SSE Findings – Final LP (LP3) 22 Level Hydrostatic Equilibrium Upper Anchor Balancing gravitational force and radiative pressure forces Level 4 Role of thermodynamics recognized but mechanism underlying balancing pressure forces is unclear Level 3 Balance of forces is unclear Introduction  and aims Methods Findings Conclusive  remarks 22
  • 23. Italo Testa et al. Design and Development of a Learning Progression about SSE Findings – Final LP (LP3) 23 Level Composition/aggregation Upper Anchor H and He recognized, mass, temperature, radius. Presence of heavier elements inferred from spectrum. Spherical shape recognized. Spectra as result of composition. Internal structure justified. Variable density Level 4 Spectra as result of composition. Spherical shape recognized but not justified. Internal structure recognized but not justified. Variable density Level 3 Spectra not associated to composition. Spherical shape recognized but not justified. Internal structure recognized but not justified. Variable density Introduction  and aims Methods Findings Conclusive  remarks 23
  • 24. Italo Testa et al. Design and Development of a Learning Progression about SSE Findings – Final LP (LP3) 24 Level Functioning and evolution Upper Anchor Gravity determines spherical shape. Relationship between surface temperature and inner processes. Nuclear reactions are related to evolution and production of elements. Role of mass qualitatively justified Level 4 Gravity role in birth partially described. Relationship between surface temperature and inner processes. Nuclear reactions are related to evolution and production of elements. Role of mass unclear Level 3 Gravity role in birth unclear. Relationships between surface temperature and inner processes. Role of nuclear reactions in evolution unclear. Role of mass unclear Introduction  and aims Methods Findings Conclusive  remarks 24
  • 25. Italo Testa et al. Design and Development of a Learning Progression about SSE Discussion • The three chosen dimensions of SSE LP i. explain a variety of phenomena ii. are representative of concepts taught in high school syllabi iii. encompass high school students’ relevant ideas o Further dimensions to include undergraduate students’ ideas? • The three chosen dimensions of SSE LP i. explain a variety of phenomena ii. are representative of concepts taught in high school syllabi iii. encompass high school students’ relevant ideas o Further dimensions to include undergraduate students’ ideas? 25 Introduction and aims Methods Findings Conclusive  remarks 25
  • 26. Italo Testa et al. Design and Development of a Learning Progression about SSE Discussion • Findings confirm and extend prior work  (Agan, 2004; Bailey, 2006; Bailey et al, 2009; Plummer et al., 2015) • Role of gravity in SSE • Combination of dynamics, thermodynamics and hydrostatics to explain equilibrium • Confusion between chemical and nuclear reactions • Production of elements until Fe • Findings confirm and extend prior work  (Agan, 2004; Bailey, 2006; Bailey et al, 2009; Plummer et al., 2015) • Role of gravity in SSE • Combination of dynamics, thermodynamics and hydrostatics to explain equilibrium • Confusion between chemical and nuclear reactions • Production of elements until Fe 26 Introduction and aims Methods Findings Conclusive  remarks 26
  • 27. Italo Testa et al. Design and Development of a Learning Progression about SSE Implications ‐ LPs 27 Introduction and aims Methods Findings Conclusive  remarks 27
  • 28. Italo Testa et al. Design and Development of a Learning Progression about SSE Thank you for your attention! How to get a copy of the paper: https://journals.aps.org/prper/abstract/10.1103/PhysRevPhysEducRes.14.010143 italo.testa@unina.it 28