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Improving Combinatorial Reasoning 
through Inquiry‐Based Science Learning 
Attila Pásztor1, Benő Csapó2 
1 Doctoral School of Education, University of Szeged 
2MTA‐SZTE Research Group on the Development of Competencies 
2 Center for Research on Learning and Instruction, University of Szeged 
INQUIRY‐BASED SCIENCE LEARNING AND DEVELOPMENT OF 
REASONING SKILLS 
Inquiry‐based science activities, such as planning and conducting 
experiments, organising results from observations, reporting 
findings and building theories require the most systematic forms 
of reasoning (Adey and Csapó, 2012). Consequently applying 
inquiry‐based methods offer many possibilities to foster 
students’ thinking skills (see Adey and Shayer, 1994; Csapó, 
1999). However, in order to exploit their potential, teachers 
must be aware of the way different reasoning processes are 
embedded in inquiry‐based activities. Furthermore, teachers 
should be able to identify reasoning skills and to monitor their 
development. Several previous programs have already utilized 
science learning for fostering thinking, among these the most 
well‐known is the Cognitive Acceleration through Science 
Education (CASE) project (see e. g. Adey and Shayer, 1994). 
COMBINATORIAL REASONING 
Combinatorial reasoning is the process of creating complex 
constructs out of a set of given elements that satisfy the 
conditions explicitly given or inferred from the situation (Adey 
and Csapó, 2012). Combinatorial reasoning plays an important 
role in many inquiry activities and also has a central position in 
Piaget’s theory of formal reasoning (Inhelder and Piaget, 1958), 
in creative processes (Simonton, 2010), and in problem solving 
(Funke, 1991). Former experiments have indicated that 
combinatorial reasoning is amenable to stimulation, and physics 
and chemistry learning may easily be enriched with 
combinatorial exercises (Csapó, 1992, 1999). 
THE AIM OF THIS PAPER 
In this paper we demonstrate the role of combinatorial 
reasoning in some inquiry‐based science learning tasks. We 
show how combinatorial reasoning is related to the better 
known control and manipulation of variables that is prerequisite 
to designing and evaluating experiments. We present examples 
that indicate how systematic enumeration of every possible 
combination of variables or values of variables is essential in 
organizing knowledge. Distinguishing conceivable and physically 
realisable combinations contributes to understanding scientific 
relationships. We demonstrate how learning tasks with similar 
combinatorial structures but different contents help to 
generalize reasoning patterns and improve transfer of 
knowledge. 
TASK 1 
The first example shows how we can help to distinguish between 
the really existing, the possible, and the impossible (but 
conceivable) combinations of things. 
Let us ask students to enumerate the words Sun (A), Earth (B) 
and Moon (C) in all possible sequences! 
Formulating questions: 
 Which sequences are possible in reality? 
 If the three celestial bodies are in one straight line, in which 
cases can there be an eclipse of the Moon, and in which 
cases an eclipse of the Sun? 
Implementing and concluding: 
The result of the enumeration is the following: 
Sun – Earth – Moon lunar eclipse 
Sun – Moon – Earth solar eclipse 
Earth – Sun – Moon not possible 
Earth – Moon – Sun solar eclipse 
Moon – Sun – Earth not possible 
Moon – Earth – Sun lunar eclipse 
Combinatorial structure: permutation without repetition with 
a set of three elements: {A, B, C}. 
Solution: ABC, ACB, BAC, BCA, CAB, CBA. 
Applying: 
The solution of this task not only requires comprehension of the 
structure of the solar system but also helps the development of 
a schema to enumerate all permutations of given elements. 
TASK 2 
The following task helps to generate unusual relationships 
between given concepts. In this way the ability to make remote 
associations may be developed as well. The textbook that 
provides the content for devising this tasks lists some possible 
groupings of materials in an introductory section. The groups of 
materials introduced there are: sources of energy (A), 
inflammable materials (B), nutritive materials (C), metals (D), 
and minerals (E). Students could be asked to combine these 
aspects in every possible way. 
Formulating questions: 
 What can we say about these relationships? 
Implementing: 
The possible pairs of the five groups are: 
source of energy – inflammable material 
source of energy – nutritive material 
source of energy – metal 
source of energy – mineral 
inflammable material – nutritive material 
inflammable material – metal 
inflammable material – mineral 
nutritive material – metal 
nutritive material – mineral 
metal – mineral 
Combinatorial structure: combination without repetition with 
a set of five elements: {A, B, C, D, E} 
Solution: AB, AC, AD, AE, BC, BD, BE, CD, CE, DE. 
Concluding and applying: 
During the discussion on the connections between these various 
concepts we can gather together several known facts, for 
example: numerous sources of energy are inflammable; certain 
nutritive materials are sources of energy for living organism; 
salts of certain metals are vital, whereas others are poisonous 
for living organisms; most of the metals can be found in the form 
of minerals in Nature, and so on. Practice with these operations 
makes it possible to increase the consistency of knowledge, as 
they highlight relationships which might otherwise never appear 
in the teaching‐learning processes. 
TASK 3 
Our third task helps students to understand the importance of 
controlling and manipulating variables in the design and 
implementation of scientific experiments. The task for students 
is to examine the effects of different combinations of material’s 
state on the speed of reaction time. A material’s states can be 
solid (A), liquid (B) or gas (C). 
Formulating questions: 
 Which type of reaction is the fastest? Order the pairs by 
reaction rate! 
 What was your ordering principle? 
 Which reaction type can be an exemption? Why? 
 What experiments would be needed to test your 
assumptions? 
Implementing: 
The possible pairs of the given states are: 
solid state – liquid state 
solid state – gas state 
solid state – solid state 
liquid state – gas state 
liquid state – liquid state 
gas state – gas state 
Ordered pairs by reaction time and possible experiments: 
Combinatorial structure: combination with repetition with a 
set of three elements: {A, B, C} 
Solution: AB, AC, AA, BC, BB, CC. 
Concluding and applying: 
During the solution and discussion phase of this task students 
can not only understand the effect of a material’s state on the 
speed of reaction but also recognize different variables which 
can affect the results of chemical reactions in general. It also 
contributes to deepening their scientific knowledge of the 
structure of matter. 
TASK 4 
The fourth task also helps student to design experiments and to 
systematically manipulate and control variables. In this 
pendulum experiment students are provided with a heavy (A) 
and a light (B) ball that can be put at the end of a short (1), 
medium (2) or long (3) string. 
Let us ask students to determine how the time of the pendulum 
swing depends upon the weight of the ball and the length of the 
string. 
Formulating questions: 
 What defines the time of the pendulum swing: the weight of 
the ball or the length of the string? 
Implementing: 
The possible variations of the pendulum from these materials 
are the following: 
heavy ball – short string 
heavy ball – medium string 
heavy ball – long string 
light ball – short string 
light ball – medium string 
light ball – long string 
Combinatorial structure: Cartesian product with the sets of 
the following elements: {A, B} and {1, 2, 3} 
Solution: A1, A2, A3, B1, B2, B3 
Concluding and applying: 
During this task students can perform the necessary 
measurements and comparisons between the different 
constructions, which involves the designing and implementing 
of experiments, collecting, organizing and explaining data and 
based on the findings, drawing the conclusions. 
DISCUSSION 
Our demonstration contributes to the understanding of how 
combinatorial reasoning skills are embedded in inquiry‐based 
activities and relate to complex thinking skills. The presented 
tasks require active processing of the material, following the 
inherent logic of the subject matter, organising the concepts 
and facts, drawing conclusions from the information given and 
building relationships between already existing knowledge and 
newly acquired information. This inquiry‐based inclusion of 
teaching reasoning skills through scientific content leads to 
meaningful learning which results in coherent understanding of 
the content and deeper understanding of scientific concepts 
and phenomena. 
REFERENCES 
Adey, P., & Csapó, B. (2012). Developing and assessing scientific reasoning. In B. 
Csapó, & G. Szabó (Eds.), Framework for diagnostic assessment of science. 
(pp. 17‐53.) Budapest: Nemzeti Tankönyvkiadó. 
Adey, P., & Shayer, M. (1994). Really raising standards: Cognitive intervention 
and academic achievement. London: Routledge. 
Csapó, B. (1992). Improving operational abilities in children. In A. Demetriou, 
M. Shayer & A. Efklides (Eds.), Neo‐Piagetian theories of cognitive 
development. Implications and applications for education. (pp. 144‐159). 
London: Routledge. 
Csapó, B. (1999). Improving thinking through the content of teaching. In J. H. 
M. Hamers, J. E. H. van Luit & B. Csapó (Eds.), Teaching and learning thinking 
skills (pp. 37‐62). Lisse: Swets and Zeitlinger. 
Inhelder, B., & Piaget, J. (1958). The growth of logical thinking. London: 
Routledge and Kegan Paul. 
Funke, J. (1991). Solving complex problems: exploration and control of complex 
systems. In R. J. Sternberg & P. A. Frensch (Eds.), Complex problem solving: 
principles and mechanisms (pp. 185–222). Hillsdale: Lawrence Erlbaum. 
Simonton, D. K. (2010). Creative thought as blind‐variation and selective‐retention: 
Combinatorial models of exceptional creativity. Physics of Life 
Reviews, 7(2), 156‐179. 
gas state – gas state hydrogen (H2) + oxygen (O2) 
liquid state – gas state carbon‐dioxide CO2 + slaked 
lime and water [Ca(OH)2] 
liquid state – liquid state hydrochloric acid (HCl) + 
sodium hydroxide (NaOH) 
solid state – gas state sodium (Na) + chlorine (Cl) 
solid state – liquid state hydrochloride acid (HCl) + 
limestone [Ca(OH)2] 
solid state – solid state iron (Fe) + sulphur (S) + 
saltpetre (KNO3) 
This project has received funding from the European Union’s Seventh Framework Programme 
for research, technological development and demonstration under grant agreement no 289085

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Attila Pásztor - Improving combinatorial reasoning

  • 1. Improving Combinatorial Reasoning through Inquiry‐Based Science Learning Attila Pásztor1, Benő Csapó2 1 Doctoral School of Education, University of Szeged 2MTA‐SZTE Research Group on the Development of Competencies 2 Center for Research on Learning and Instruction, University of Szeged INQUIRY‐BASED SCIENCE LEARNING AND DEVELOPMENT OF REASONING SKILLS Inquiry‐based science activities, such as planning and conducting experiments, organising results from observations, reporting findings and building theories require the most systematic forms of reasoning (Adey and Csapó, 2012). Consequently applying inquiry‐based methods offer many possibilities to foster students’ thinking skills (see Adey and Shayer, 1994; Csapó, 1999). However, in order to exploit their potential, teachers must be aware of the way different reasoning processes are embedded in inquiry‐based activities. Furthermore, teachers should be able to identify reasoning skills and to monitor their development. Several previous programs have already utilized science learning for fostering thinking, among these the most well‐known is the Cognitive Acceleration through Science Education (CASE) project (see e. g. Adey and Shayer, 1994). COMBINATORIAL REASONING Combinatorial reasoning is the process of creating complex constructs out of a set of given elements that satisfy the conditions explicitly given or inferred from the situation (Adey and Csapó, 2012). Combinatorial reasoning plays an important role in many inquiry activities and also has a central position in Piaget’s theory of formal reasoning (Inhelder and Piaget, 1958), in creative processes (Simonton, 2010), and in problem solving (Funke, 1991). Former experiments have indicated that combinatorial reasoning is amenable to stimulation, and physics and chemistry learning may easily be enriched with combinatorial exercises (Csapó, 1992, 1999). THE AIM OF THIS PAPER In this paper we demonstrate the role of combinatorial reasoning in some inquiry‐based science learning tasks. We show how combinatorial reasoning is related to the better known control and manipulation of variables that is prerequisite to designing and evaluating experiments. We present examples that indicate how systematic enumeration of every possible combination of variables or values of variables is essential in organizing knowledge. Distinguishing conceivable and physically realisable combinations contributes to understanding scientific relationships. We demonstrate how learning tasks with similar combinatorial structures but different contents help to generalize reasoning patterns and improve transfer of knowledge. TASK 1 The first example shows how we can help to distinguish between the really existing, the possible, and the impossible (but conceivable) combinations of things. Let us ask students to enumerate the words Sun (A), Earth (B) and Moon (C) in all possible sequences! Formulating questions:  Which sequences are possible in reality?  If the three celestial bodies are in one straight line, in which cases can there be an eclipse of the Moon, and in which cases an eclipse of the Sun? Implementing and concluding: The result of the enumeration is the following: Sun – Earth – Moon lunar eclipse Sun – Moon – Earth solar eclipse Earth – Sun – Moon not possible Earth – Moon – Sun solar eclipse Moon – Sun – Earth not possible Moon – Earth – Sun lunar eclipse Combinatorial structure: permutation without repetition with a set of three elements: {A, B, C}. Solution: ABC, ACB, BAC, BCA, CAB, CBA. Applying: The solution of this task not only requires comprehension of the structure of the solar system but also helps the development of a schema to enumerate all permutations of given elements. TASK 2 The following task helps to generate unusual relationships between given concepts. In this way the ability to make remote associations may be developed as well. The textbook that provides the content for devising this tasks lists some possible groupings of materials in an introductory section. The groups of materials introduced there are: sources of energy (A), inflammable materials (B), nutritive materials (C), metals (D), and minerals (E). Students could be asked to combine these aspects in every possible way. Formulating questions:  What can we say about these relationships? Implementing: The possible pairs of the five groups are: source of energy – inflammable material source of energy – nutritive material source of energy – metal source of energy – mineral inflammable material – nutritive material inflammable material – metal inflammable material – mineral nutritive material – metal nutritive material – mineral metal – mineral Combinatorial structure: combination without repetition with a set of five elements: {A, B, C, D, E} Solution: AB, AC, AD, AE, BC, BD, BE, CD, CE, DE. Concluding and applying: During the discussion on the connections between these various concepts we can gather together several known facts, for example: numerous sources of energy are inflammable; certain nutritive materials are sources of energy for living organism; salts of certain metals are vital, whereas others are poisonous for living organisms; most of the metals can be found in the form of minerals in Nature, and so on. Practice with these operations makes it possible to increase the consistency of knowledge, as they highlight relationships which might otherwise never appear in the teaching‐learning processes. TASK 3 Our third task helps students to understand the importance of controlling and manipulating variables in the design and implementation of scientific experiments. The task for students is to examine the effects of different combinations of material’s state on the speed of reaction time. A material’s states can be solid (A), liquid (B) or gas (C). Formulating questions:  Which type of reaction is the fastest? Order the pairs by reaction rate!  What was your ordering principle?  Which reaction type can be an exemption? Why?  What experiments would be needed to test your assumptions? Implementing: The possible pairs of the given states are: solid state – liquid state solid state – gas state solid state – solid state liquid state – gas state liquid state – liquid state gas state – gas state Ordered pairs by reaction time and possible experiments: Combinatorial structure: combination with repetition with a set of three elements: {A, B, C} Solution: AB, AC, AA, BC, BB, CC. Concluding and applying: During the solution and discussion phase of this task students can not only understand the effect of a material’s state on the speed of reaction but also recognize different variables which can affect the results of chemical reactions in general. It also contributes to deepening their scientific knowledge of the structure of matter. TASK 4 The fourth task also helps student to design experiments and to systematically manipulate and control variables. In this pendulum experiment students are provided with a heavy (A) and a light (B) ball that can be put at the end of a short (1), medium (2) or long (3) string. Let us ask students to determine how the time of the pendulum swing depends upon the weight of the ball and the length of the string. Formulating questions:  What defines the time of the pendulum swing: the weight of the ball or the length of the string? Implementing: The possible variations of the pendulum from these materials are the following: heavy ball – short string heavy ball – medium string heavy ball – long string light ball – short string light ball – medium string light ball – long string Combinatorial structure: Cartesian product with the sets of the following elements: {A, B} and {1, 2, 3} Solution: A1, A2, A3, B1, B2, B3 Concluding and applying: During this task students can perform the necessary measurements and comparisons between the different constructions, which involves the designing and implementing of experiments, collecting, organizing and explaining data and based on the findings, drawing the conclusions. DISCUSSION Our demonstration contributes to the understanding of how combinatorial reasoning skills are embedded in inquiry‐based activities and relate to complex thinking skills. The presented tasks require active processing of the material, following the inherent logic of the subject matter, organising the concepts and facts, drawing conclusions from the information given and building relationships between already existing knowledge and newly acquired information. This inquiry‐based inclusion of teaching reasoning skills through scientific content leads to meaningful learning which results in coherent understanding of the content and deeper understanding of scientific concepts and phenomena. REFERENCES Adey, P., & Csapó, B. (2012). Developing and assessing scientific reasoning. In B. Csapó, & G. Szabó (Eds.), Framework for diagnostic assessment of science. (pp. 17‐53.) Budapest: Nemzeti Tankönyvkiadó. Adey, P., & Shayer, M. (1994). Really raising standards: Cognitive intervention and academic achievement. London: Routledge. Csapó, B. (1992). Improving operational abilities in children. In A. Demetriou, M. Shayer & A. Efklides (Eds.), Neo‐Piagetian theories of cognitive development. Implications and applications for education. (pp. 144‐159). London: Routledge. Csapó, B. (1999). Improving thinking through the content of teaching. In J. H. M. Hamers, J. E. H. van Luit & B. Csapó (Eds.), Teaching and learning thinking skills (pp. 37‐62). Lisse: Swets and Zeitlinger. Inhelder, B., & Piaget, J. (1958). The growth of logical thinking. London: Routledge and Kegan Paul. Funke, J. (1991). Solving complex problems: exploration and control of complex systems. In R. J. Sternberg & P. A. Frensch (Eds.), Complex problem solving: principles and mechanisms (pp. 185–222). Hillsdale: Lawrence Erlbaum. Simonton, D. K. (2010). Creative thought as blind‐variation and selective‐retention: Combinatorial models of exceptional creativity. Physics of Life Reviews, 7(2), 156‐179. gas state – gas state hydrogen (H2) + oxygen (O2) liquid state – gas state carbon‐dioxide CO2 + slaked lime and water [Ca(OH)2] liquid state – liquid state hydrochloric acid (HCl) + sodium hydroxide (NaOH) solid state – gas state sodium (Na) + chlorine (Cl) solid state – liquid state hydrochloride acid (HCl) + limestone [Ca(OH)2] solid state – solid state iron (Fe) + sulphur (S) + saltpetre (KNO3) This project has received funding from the European Union’s Seventh Framework Programme for research, technological development and demonstration under grant agreement no 289085