diagnosing high school students’ mathematics misconceptions
TRANSCRIPT
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Diagnosing High School Students’ Mathematics
Misconceptions
ALMAS SHOAIB Ph.D. Scholar, Institute of Education and Research, University of the Punjab, Lahore.
Email: [email protected]
Tel: +923484819148
Dr. MUMTAZ AKHTER Prof., Dean School of Social Sciences and Humanities,
University of Management and Technology, Lahore.
Abstract
The study was designed to diagnose high school students‟ Mathematics misconceptions through a
descriptive survey. The 1500 students from 50 high schools of Lahore were selected by using a two-stage
cluster random sampling technique. The misconceptions two-tiered test was developed after reviewing the
literature and textbooks which cover various topics of Mathematics i.e. real and complex numbers, linear
equations and inequalities, algebraic expressions and formula (surds), quadratic equations, algebraic
manipulation, variation (ratio), sets and functions. The data were analyzed through item wise content
analysis technique. It is concluded from the results that high school students have numerous
misconceptions in the content of Mathematics. Students were memorized properties and shortcuts to work
with Mathematics problems. Correspondingly, they were unable to write the reasons. It is recommended
from the results that textbook of Mathematics at the secondary level may be revised by experts keeping in
mind that the content like LCM, HCF, sets and functions, inequality, radicals (surds), factorizations and
complex numbers, etc. given in textbooks should help students to remove their misconception instead of
leading to misconception.
Keywords: Complex Numbers, HCF, LCM, Mathematics Misconceptions, High School Students.
Introduction
Students come into the classrooms with their beliefs, perceptions, and thoughts about the world. When they
learn something new about any concepts or topic, they build new knowledge of their prior knowledge.
Correspondingly, they have an extraordinary reasoning framework that is utilized in sense-making and
expressing the world. These reasoning frameworks are flawed or inadequate as they establish the bases for
misconceptions (Docktor et al., 2015; Sarwadi & Shahrill, 2014). Misconceptions emerge when students
neglect to connect new information to past information for which the brain has established cognitive
networks. Students depend on strategies created through their involvement in comparative material when
new information isn't tied down to existing systems to tackle new issues (Hiebert & Grouws, 2007).
Students can't distinguish between terms of misconceptions and error. Luneta and Makonye (2010)
expressed that if the student comprehends an idea as essentially not quite the same as its logical importance,
at that point he/she most presumably will build misinterpretation. Misconceptions are the subset of
mistakes, which implies one can characterize all misconceptions as errors, however, all errors may not be a
misconception. At the end of the day, the error is the aftereffect of misconception, or misconception is a
sort of recognition that systematically produces an error (Aydogan & Gelbal, 2017). Though, an error is
viewed as an arbitrary mistake whereas misconceptions emerge when students erroneously apply
previously learned techniques to take care of new issues (Hiebert & Grouws, 2007).
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Mathematics has been the subject of a considerable body of research conducted over recent decades. It is a
progressively moderate difficult subject to learn at the school level. In Pakistan, different researchers have
indicated that Mathematics is a difficult subject, as far as scoring (for example students‟ academic
achievement) and a grip of the content matter (Ali, 2011; Akhter et al., 2015; Halai, 2007; Jameel & Ali,
2016). The misconceptions that students create during primary classes or carry with them to the school
from the community can make restraints in the progressing learning of mathematical conceptions,
subsequently delivering poor achievement in Mathematics (Mohyuddin & Khalil, 2016). According to
Shoaib and Saeed (2016), students try to learn Mathematics by heart like a theory. Therefore, they develop
misconceptions about various concepts of Mathematics i.e. Division, Multiplication, Addition, and
Subtraction (DMAS) rules, sets, functions, factorization, algebra, geometry, drawing the geometrical
shapes, algorithms and manipulate expressions (Kaput, 2017; Karakus & Karatas, 2014; Shoaib & Saeed,
2016). Experts believe that errors are the signal of deeper misunderstandings about algebraic concepts that
are not haphazard but are systematic. It derives from their own created theories and experiences (Russell et
al., 2009). The literature showed that in Pakistan fewer researches were conducted on students‟
misconceptions in Mathematics. But these researches were limited to Science subjects and Mathematics at
various levels (Bakar & Ali, 2018; Mohyuddin & Khalil, 2016; Naz, 2008; Shoaib & Saeed, 2016).
Therefore, it was needed to diagnose students‟ misconceptions about the Mathematics curriculum at the
secondary level in Pakistan.
Research Objective
The objective of the study was:
1. To diagnose students‟ misconceptions about the Mathematics curriculum at the secondary level in
Pakistan.
Literature Review
Studies on misconceptions in Mathematics have uncovered that students‟ misconceptions vary class-wise
and concepts wise as well. Students have conceptual misconceptions, such as the meaning of the square
root sign, the relationship between the square root and the square root expression (İşleyen & Mercan,
2013). A few investigations have been led on students‟ misconceptions and their relationship with academic
achievement (Alghazo & Alghazo, 2017; Egodawatte, 2011; Kaplan et al., 2011; Nassir et al., 2017).
Students' errors are causally decided, and frequently deliberate. Systematic errors are generally an outcome
of students‟ misconceptions. These can incorporate the inability to make associations with what they know.
Students‟ errors are extraordinary, and they mirror their comprehension of an idea, issue, or method
(Sarwadi & Shahrill, 2014). Karakus and Karatas (2014) made an investigation to decide secondary school
students‟ misconceptions about fractals. They used a test based on three dimensions of students‟
misconceptions i.e. misconceptions on the definition, recognition, and errors in drawing fractal shapes.
Results showed that students hold misunderstandings about the formal definition of a fractal and drawing
fractals, even though students could perceive instinctively the given shape as fractal or not.
Mohyuddin and Khalil (2016) analyzed that primary school students had misconceptions in eight
conceptual areas i.e. numbers, operations on numbers, fractions, operations on fractions, decimals,
measurement, information handling, and geometry. They concluded that students‟ misconceptions fall into
four categories i.e. the meaning of brackets; basic Mathematics rules; notation; and properties of
trigonometry (Nassir et al., 2017). Furthermore, Çelen (2018) conducted a study on students‟
misconceptions regarding the ratio of proportion that contributes to their elimination. The researcher found
that students had various misconceptions about the proportion and ratio. However, Kaplan et al. (2011)
made a study to determine the mistake and misconceptions of students about the proportion and ratio
concept. They had misconceptions in constructing ratio, proportion concepts, and proportional reasoning.
Similarly, Kucuk and Demir (2009) encountered misconceptions in teaching mathematics in the classroom
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and found that the students have many misconceptions about geometric shapes and their representations,
rational numbers, and operations with rational numbers.
However, Doğan and Çetin (2009) examines the conceptual misconceptions of right and inverse
proportions of 7th and 9th-grade students and found that students have various misconceptions. Almog and
Ilany (2012) indicated that the main types of mistakes that students consistently made when solving
absolute value inequalities. Gür and Barak (2007) explore high school students‟ mistakes and errors in
derivatives and determine the areas in which students have probable misconceptions. They concluded that
students could not understand derivative definition that depends on the limit, make mistakes in composite
functions and trigonometric functions, and establish wrong relations between slopes of tangent and normal.
Keceli and Turanli (2013) conducted a study to identify the students' misconceptions and common mistakes
about complex numbers. The authors also concluded that eleventh-grade students have similar
misconceptions about complex numbers as undergraduate students. Nonetheless, Erbas et al. (2009) said
that students faced difficulties to solve linear equations of mathematics and have misconceptions about
linear equations. Egodawatte (2011) made a study on students‟ errors and misconceptions in algebra at the
secondary school level. He said that the major difficulty in word problems was translating them from
natural language to algebraic language and students used guessing methods in their classrooms while
learning Mathematics. The literature showed that students have various misconceptions in Mathematics.
Theoretical Framework
Misconceptions are tough and difficult to snuff out through teaching. Educational psychologists were
inclined towards Piaget's constructivist epistemology and accepted that cognitive development is dependent
on the scaffold of explicit concepts and assimilations between these ideas gained during the dynamic life
expectancy of an individual (Agarkar & Brock, 2017; Arias et al., 2016; Furtak et al., 2016). Jiménez-
Aleixandre and Brocos (2017) portrayed equivalence between Piaget's ideas of assimilation and
accommodation. Students interpret tasks and instructional exercises including new ideas as far as their
earlier information. Misconceptions are the attributes of beginning periods of learning since students
existing information is lacking that supports only fractional understandings (Calais, 2018). Students learn
by changing and refining that earlier information into progressively sophisticated structures, as their current
information is perceived to be lacking to clarify phenomena and solve problems (Calais, 2018; Treagust et
al., 2014). The constructivist theory proposes that students can be fruitful in tackling an issue if they select
and apply the correct solving schema. Students likely had both the right and wrong schemas in their long-
term memory, however, they recovered inappropriate data. Despite the presence of the right data, there are
a few circumstances where students apply incorrect schemas while having the right ones in their minds.
Theory expressed that the purpose behind reviewing inappropriate data was that the right data secured or
restrained (Brod et al., 2013).
Research Methodology
In this study, the researchers adopted a descriptive survey to explore the secondary school students‟
misconceptions regarding the Mathematics curriculum through a test. The population of the present study
was comprised of 46146 (10th
grade) students (i.e. 22706 boys and 23440 girls) that are enrolled in
academic session 2017-19 in the 334 public sector school of Lahore District (Census of School Education
Department, 2018). According to Gay et al. (2009), the 1513 sample is required for the population of
46146, at a 95% confidence interval. The students were selected using a two-stage cluster random sampling
technique. For the first stage, 15% (23 boys and 27 girls) public sector schools were selected through a
proportionate stratified cluster random sampling technique. In the second stage, 1500 high school students
(30 from each 10th
-grade science section) were selected randomly to diagnose students‟ misconceptions.
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Research Instrumentation
Most of the studies related to mathematics misconceptions used traditional one-tier achievement tests
(Erbas et al., 2009; Gür & Barak, 2007: Keceli & Turanli, 2013; Kucuk & Demir, 2009, Tunç et al., 2011).
However, Peşman and Eryılmaz (2010) stated that the wrong answers given in these tests can be considered
as misconceptions although they are not. Students can give the wrong answer due to lack of knowledge,
wrong information in the question or faulty thinking during the test, but these do not prove that student has
misconceptions on that concept. Therefore, tests that included more than two tiers are stated to be more
appropriate to be able to detect the misconceptions.
Therefore, keeping in view the investigators' remarks, the misconceptions two-tiered test was developed
after reviewing the literature and textbooks to examine students‟ misconceptions about the Mathematics
curriculum. The test was cover various topics of Mathematics i.e. real and complex numbers, linear
equations and inequalities, algebraic expressions and formula (surds), quadratic equations, algebraic
manipulation, variation (ratio), sets, and functions. It consisted of 30 multiple-choice questions (MCQs).
Each item consisted of one correct option and three distractors. In the test, students had to write reasons to
select the option along with the selection of options. All questions were selected from the Mathematics
textbooks of the science section. The content validity of the test was determined by three subject specialists
and two assessment experts. The test was conducted on 240 students to confirm reliability. In the light of
validity and reliability, nine inappropriate MCQs were excluded from the final test. The final test
encompassed 21 items. The reliability of the test was α = 0.720. As stated by Cortina (1993) and Taber
(2018) the value of α > 0.70 is acceptable.
Analysis
Item wise content analysis technique was used. The misconceptions two-tiered test consisted of 21 items
and administered to 1500 sampled students. The test papers were marked and categorized for
misconceptions. Content Analysis was used to analyze and interpret the presence of certain words, themes,
or concepts within some given qualitative data (i.e. text).
Misconception in Real and Complex Numbers
Item#1: What is the purest form of a complex number z?
The purest form of a complex number consisted of the real part (Dar & Haq, 2017). The responses of the
second item “the purest form of a complex number z is” showed that only 37.4% of students gave the right
answer i.e. bi. On the other hand, the majority of the students gave the wrong answer. The detail about the
selection of the wrong option showed that 18.5% of students „-bi‟. Similarly, 36.1% of students selected
„0i‟ and 5.7% of students selected „-0i‟. The rest of the 2.3% of students (35) left the item unanswered.
It was revealed from the review of students‟ test scripts that those students who selected the right answer
understood the difference between the real and imaginary numbers. They knew the purest form of a
complex number z is bi. Interestingly, one student transcribed in the test that “I have selected the option
because this is written in the Mathematics textbook”. Another student reported that “I have selected bi
because the complex numbers are always real and unequal number”.
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Contrary to this, those who selected „-bi‟ reflected that they have confusion in signs. It reflects that they
forgot that the general term of complex number has a positive sign i.e. „a + bi‟. One student stated that
complex value is a negative (-) sign. Whereas, most of the students who selected the „0i and -0i‟ forgot the
general form of complex number i.e. z = a + bi along with the rule that when we multiple zero „0‟ with any
number then the answer is also zero. One of them specified that “0 has no sign, therefore, the purest form
of a complex number is 0i”.
Item#2: What is the conjugate of 5+4i?
In conjugate of any complex number, the sign of imaginary part always varies i.e. negative into positive or
positive into negative (Dar & Haq, 2017). Analysis of test scripts revealed that students (82.6%) who
selected the right answer (5-4i) mentioned that conjugate always shows a negative sign with imaginary.
One of them stated, “It is a Mathematics rule”. On the other hand, 3% of students selected the (5+4i)
reported that they forgot the concept of the conjugate. One of them stated that “in Mathematics as „5‟ has
positive power” therefore he selected this option. 8.5% of students stated that in the conjugate we replace
the sign of real number i.e. „+‟ sign into „-‟ and vice versa therefore they selected „-5+4i‟. Moreover, 5.7%
of students specified that conjugate mean reverses the sign of the real and imaginary number in the opposite
sign, i.e. if there is a „+‟ sign we change it in „-‟ and vice versa so they chose „-5-4i‟.
Item#3: What is the relation between the following terms 2+2i & 4i?
The responses showed that the majority of students (41.8%) assumed that 2+2i is equal to 4i. Whereas,
7.1% of students reported that 2+2i is greater than 4i (>) and 13.9% of students described that there is less
than a sign (<) between the terms. On the other hand, 36.1% of students gave the correct answer which was
„≠‟ not equal sign. While 1.1% of students did not attempt the item. When students‟ test scripts were
reviewed to find the reasons to select the options then a few reasons were discovered. Some of the students
wrote on the test that imaginary value (i) cannot be added with simple value (real numbers), therefore 2 + 2i
is less than 4i. One of the students reported that “because i= 1 and there is no change when 2 is added in 2i
then answer is same (2+2i=4i)”. Another student stated that “the value of 2i is 2 and 2 = 2 therefore 2 + 2i
= 4i”. A boy student stated that “both sides are equal in my thought”.
One of the students who gave the correct answer stated that “If i is with 2 than 2i + 2i = 4i but there is no i
with 2 therefore 2 + 2i is not equal to 4i”. Another student knows that real and imaginary numbers cannot
be added but still he selected the wrong relation (i.e. > sign), as he stated in the test that he selected option a
because “2 + 2i cannot be sum(added) therefore 2+2i is greater than 4i”. Similarly, one more student
wrote the reason for selecting the option by following steps which are displayed in the given picture:
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Item#4: What is the reciprocal of i?
It was revealed from the collected data that the majority of the students (48%) gave the right answer i.e. the
reciprocal of i is = -i. On the other hand, 10.5% of students selected option a (1). Similarly, 30.6% of
students selected option b (-1) and 9.2% of students selected option c (i). And rest of the 1.7% of students
did not answer the item. Although the majority of the students selected the right option, when their
transcripts were explored to find out the reasons then it was found that they had misconceptions in terms of
the sign. They stated that i is positive, so it‟s reciprocal is negative i. Some of them reported that reciprocal
is like the conjugate the sign is reverse only. Conversely, one girl student reported that “when we try to
convert the value from denominator to numerator for equivalence of value this is called reciprocal”.
One of the students stated that as i=1 and then the reciprocal of -1 is equal to 1.
Item#5: If z= a + ib then what will be the ?
In response of „If z = a + ib then =___________‟, the data disclosed that one third (32.9%) of the students
gave the right answer i.e. option ( ). Conversely, 27.5% of students selected the first option (a – ib).
Similarly, 12.8% of students selected option ( ) and 24.1% of students selected option ( ).
Furthermore, 2.7% of students did not attempt the item. When students‟ test scripts were reviewed to find
the reasons to select the options then a few reasons were discovered. Some of the students wrote on the test
that if z = a + ib then = a – ib because reciprocal positive value change into negative therefore they
selected option (a – ib). According to one of the students' tests “in the sign changes the position (up and
down)”. A girl stated that “I selected option a because in reciprocal form positive change in negative and
vice versa”. Another student stated that “I selected the option d because the value a + ib is divided by 1
then the sign change (a – ib) and it come in the numerator and the denominator, we write a + ib”.
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It was exposed from the one of test that student has less practice. He skips the denominator in the last step
and chooses the wrong option.
Misconception in linear equations and inequalities
Item#6: If -2<x<3/2 then what is the value of x?
In response to an item about the value of x if -2<x<3/2, the data showed that one-third (38.7%) of the
students gave the right answer i.e. x=0. On the other hand, 11.5% of students selected x= -5. Similarly,
26.6% students selected x=3. 20.3% students selected x=3/2. Whereas, 2.9% of students (63) did not
attempt the item. When students‟ test scripts were reviewed to find the reasons to select the options then a
few reasons were discovered. Few students stated that „-5‟ is the real number that‟s why we have chosen it.
One of the students selected the „3‟ due to the wrong solution.
Moreover, some of the students wrote on the test that we selected the 3/2 because -2 is smaller than x.
Item#7: If the capacity c of an elevator is at most 1600 then c will be?
In response to an item about the capacity of the elevator, the data described that one-half (53.9%) of the
students gave the right answer i.e. c ≤ 1600. Which was mostly based on their guessing as they did not
provide any reason for selecting the correct answer. Whereas, 44(2.9%) students did not attempt the item.
On the other hand, 8.8% of students selected the c >1600. Similarly, 20.1% students selected c <1600 and
14.3% students selected c ≥ 1600.
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Item#8: If a>b and c> 0 then what is the relation between ac & bc?
Multiplication of a positive number with any inequality does not change its sign (Dar & Haq, 2017). In
response to the item about the relationship between ac & bc if a>b and c> 0 then the results explained that
only 28.9% of students gave the right answer i.e. ac is greater than bc if a>b and c> 0. Conversely, 24% of
students selected „<‟. Similarly, 35.5% of students were selected ≥ and 8.6% of students were selected ≤.
Whereas, 45(3.0%) students did not attempt the item. It shows that students had a misconception about
inequality signs. Few students selected less than signs and stated that it is a mathematical rule. One of the
students definite that “I selected ≤ because a and c are greater than 0”. Four students stated that the „c‟ is
presented on both sides that why they selected „≥‟.
Item#9: If x, y, z are real numbers and z<0 then x<y will be equal to?
The expected answer was a greater sign. As the multiplication of inequality with any negative number
always reverses the sign of inequality in reverse i.e. less (<) into greater (>) and greater into less (Habib,
Ali, Khan, & Moeen, 2016). Consequently, the item response i.e. „If x, y, z are real numbers and z<0 then
x<y =?‟ showed that one-third (32.1%) of the students gave the right answer i.e. xz > yz. On the other hand,
21.9% of students selected xz<yz. Similarly, 26.1% of students selected xz = yz, and 15.7% of students
selected xz ≠yz. Whereas, 4.2% of students (63) did not attempt the item. Moreover, analyzing transcripts
different misconceptions were diagnosed about inequality sign/ relationship. Some of the students wrote on
the test that the x, y, and z are real numbers, therefore, they put the equal sign. One of them stated that “the
value is „y‟ is greater than „x‟ therefore xz = yz”. On the other hand, one of the students stated that “the „x‟
is equal to „0‟ and „y‟ is equal to „0‟thefere xz ≠ yz”. Similarly, few students reported that as „x‟ is smaller
than „y‟ and „z‟ are smaller than „0‟ so „xz‟ is smaller than „yz‟. A boy reported that “0 is small and when
this will multiple with anyone then its value will not change and as x<y so, therefore „xz‟ is also smaller
than yz”.
Misconception in Algebraic Expressions and Formula (Surds)
Item#10: What is the relationship between these surds ___________ ?
In response to an item ___________ , only 7.4% of students gave the right answer i.e.
option d (<). On the other hand, 2.2% of students selected the option (>). The data depicted that the
mainstream of the students (64.4%) selected option (=) as they assume that is equal to
. One of the students specified that “both are equal, and it is clear from the question”.
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Whereas, 25.3% of students selected option (≠) which was the correct answer, and only 10 (0.7%) students
did not attempt the item. Some of them specified that in radicals (surds) we can write two terms
like this separately. One student stated that “two radicals (surds) are only equal in
multiplication ( = ) not besides so ”. Similarly, a student tried to
give an example to prove that .
Misconception in Quadratic Equations
Item#11: What is the purest form of a quadratic equation?
The responses of item about the purest form of a quadratic equation describes that majority of the students
(61.9%) selected the option b (ax2+ bx + c = 0, a ≠ 0), which is the general form of a quadratic equation.
Similarly, 5.8% students selected the first option (bx + c = 0, b ≠ 0). 9.7% students selected option (ax2 +
bx =0, a≠0) and 2.7% students did not attempt the item. Conversely, only 19.9% students picked the correct
option (ax2 + c=0, a ≠ 0). When students‟ test scripts were reviewed to find the reasons to select the options
it was found that students either just randomly selected the options or some of the respondents were
confused in a pure and general form as no one wrote the reason for their answers.
Misconceptions in Algebraic Manipulation
Item#12: What is the Highest Common Factor (HCF) two algebraic expressions, i.e. x2-5x+6 and x
2-x-
6?
If two or more algebraic expressions are given, then their common factor of the highest power is called the
HCF of the expressions (Dar & Haq, 2017). The answer to an item about the Highest Common Factor
(HCF) showed that only 37.4% know that if x2-5x+6 and x
2-x-6 are two algebraic expressions, then HCF is
x-3. Contrary to this rest of the students' selected other options. The data disclosed that 27.1% of students
had chosen the option (x+2). 18.8% students selected the option (x-2) and 14.1% students selected option
(x+3). The rest of the 38(2.5%) students did not attempt the item. When students‟ test scripts were reviewed
to find the reasons to select the options then a few reasons were discovered. One of the students stated that
“because x2 and x-6 are only divisible by x-2 so HCF is x-2”. Furthermore, it was observed that most of the
students have a problem with factorization. The sample solution is shown in the following picture:
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Item#13: What is the Least Common Multiple (LCM) of two algebraic expressions a2+b
2 and a
4-b
4?
If an algebraic expression p(x) is exactly divisible by two or more expressions, then p(x) is called the
common multiple of the given expression. The Least Common Multiple (LCM) is the product of common
factors together with not common factors of the algebraic expressions (Dar & Haq, 2017). The answer of
item about Least Common Multiple (LCM) exposed that 37.7% knew that if a2+b
2 and a
4-b
4 are two
algebraic expressions, then LCM is a4 – b
4. Contrary to this rest of the students chosen other options. It was
revealed from the data that 11.7% of students had chosen the option (LCM= a2+b
2). Similarly, 43.5%
students selected the option (LCM= a2-b
2) and 5.3% students selected option (LCM= a
4+b
4). The rest of the
28 (1.9%) students did not attempt the item. It was explored from the script analysis that students had less
understanding of the concept of LCM. Some of the students reported that in LCM we take the highest
power therefore answer is a4+b
4. Correspondingly, few students claimed that LCM is the highest most
common value or number.
Two students stated that we selected a2-b
2 because it divides both expressions. A girl student specified that
“I selected the a2-b
2 by doing midterm break of these two algebraic expressions”. Two students selected the
same option but with the wrong solution as shown in the given pictures:
Misconception in variation (Ratio)
Item#14: In ratio, what is the relationship between 4:5 & 5:4?
The order of the element in a ratio is important (Habib et al., 2016). The result about the relationship
between 4:5 & 5:4 in ratio showed that the majority 59.9% of students selected the option (::) as they
assumed that this was the question about proportion. One of them specified that “because the relation
between two ratios is expressed by proportion (::)”.
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Similarly, 13.9% students selected option (=) and 7% students selected option (/). Conversely, only 17.8%
of students selected the option (≠). They knew that in ratio if two elements or numbers are the same then
they are not equal i.e. 4:5 ≠5:4. The rest of the 20(1.3%) students did not attempt the item.
Misconceptions in Sets and Functions
Item#15: If A= {1, 2, 3, 4, 4, 5}, then what will be A called?
According to Habib et al. (2016), a set is a well-defined and distinct collection of objects/numbers. If any
object or number is repeated in a set, then this is not called a set. It was discovered from responses that only
one-third of the students (33.4%) understand that A= {1, 2, 3, 4, 4, 5} is not a set. Conversely, most of the
students (37.5%) stated it is a finite set. Some of them expressed that this is a finite set because it is a single
set, limited numbers are presented in the set and we can calculate this. One of them stated that “this is a
finite set as one value is repeated”. A girl specified that “this set consists of 6 digits and enclose in
brackets, therefore, this is a finite set”. Another girl student stated that “this is not the subset and not null
set so it may be infinite set”. 24.7% students defined A= {1, 2, 3, 4, 4, 5} as subset. Few students reported
that this is a subset because it has curly brackets. One of them stated that “this is subset because there are
few elements in the set”. A boy student expressed that “I selected subset as 4 is repeated two times”.
Likewise, 2.2% of students selected the null set and the rest of 2.2% of students left the item unsolved.
Item#16: In pairs, what is the relationship between (x, y) & (y, x)?
According to Habib et al. (2016), the order of the numbers in a pair is important. The result about the
relationship between (x, y) & (y, x) in pairs shows that most of the students (41.3%) reported that (x, y) is
not equal to (y, x) in pairs as they know that the order is important. Contrariwise, 3.5% students selected
option (>) and 14.1% students selected option (<). Comparatively, many students (38.8%) selected the
option (=). The rest of the 35 students did not attempt the item.
Item#17: If A ⊆ B, then A- B is equal to what?
If A is a subset of B so all the elements of A belong to B then A-B equal to the empty set (Habib et al.,
2016). In response to item If A⊆B (A is the subset of B), then A- B (difference) is equal to ________, the
result confirms that most of the students (43.5%) knew that if A is a subset of B then A-B is equal to an
empty set consequently they selected option ∅. However, 37(2.5%) students did not attempt the item.
Contrariwise, 31.5% students selected option (B-A). Some of them reported that A is a smaller subset of B,
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so A- B = B-A. One of them stated that “because set B is a subset and greater than set A so, therefore, I
selected B-A”. Similarly, 9.1% of students chosen option “A-B = A”. One of them said that “Because set B
is smaller than set A, therefore I carefully have chosen A-B = A”. Moreover, 13.5% of students selected the
option “A- B =B” and stated that because B is a subset of A, so they selected „B‟. One of the students draw
Venn diagrams but she looks confused between difference and union.
Item#18: If A and B are disjoint sets, then A∩B will be equal what?
The result regarding disjoint sets exposed that the majority of students (59.8%) stated that “If A and B are
disjoint sets, then A∩B is equal to B∩A”. Few students reported that according to associative law, A∩B is
equal to B∩A. A girl student stated that “I selected B∩A due to assertive law i.e. A∩B= B∩A” it seems she
also did not know the property name of sets. Likewise, 4.1% of students chosen option (A∩B =A). One of
them reported that “I choose option a because if you consider a = (2, 3), b = (1, 2, 3) than A∩B = (2, 3) =
A”. It seems that she did not consider the condition of the item that both sets are disjoint.
Moreover, 8.7% of students option (A∩B =B). Some of the students reported that both sets are equal
therefore they selected „B‟. Comparatively, few students (25.4%) selected the right option (∅). The rest of
the 31(2.1%) students did not attempt the item.
Item#19: If A= {a, b, c} and B= {e, f} then what is the relationship between A* B & B*A?
The result of the relationship between A*B & B*A expressed that most of the students (40.9%) selected
option „≠‟ and stated that if A={a, b, c}, and B={e, f} then A*B is not equal B*A. Interestingly almost
same number of students (47.3%) selected option „=‟ and reported that if A={a, b, c} and B={e, f} then A*
B is equal to B*A as A * B = 3 * 2 = 6 and B* A = 6. Some of them stated various reasons like both sides
have the same element, therefore, option equal sign; in multiplication A * B and B* A are always equal.
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On the other hand, 3.3% of students selected option (>) and 5.6% of students selected option (<). The
remaining, 2.9% of students did not attempt the item.
Item#20: In which quadrant point (-1, 4) lies?
In response to another item, the position of a point in quadrant showed that the majority of the students
(67.5%) gave the right answer i.e. quadrant II. On the other hand, 4.1% of students selected the first
quadrant I. Similarly, 19.4% of students selected quadrant III, and 8.1% of students selected quadrant IV.
One of the students selected the fourth quadrant by incorrect multiplication.
Whereas, 0.9% of students did not attempt the item. It was discovered from the test that students had a
misconception about the Cartesian coordinate xy-plane. They reverse the xy-plane horizontal into vertical
and vice versa. The sample pictures are given below:
Item#21: What is the relation in these elements {(1, 2), (2, 3), (3, 3), (3, 4)}?
In this item misconception about the definition of function was examined. According to the condition of
function definition that each element in the domain is matched with only one element in the range (Habib et
al., 2016), the result of the {(1, 2), (2, 3), (3, 3), (3, 4)} discloses that one-half students (50.6%) understand
that this is not function. On the other side, 17.2% students stated onto function; 16.1% students claimed into
function and 13.2% students selected one-one function. Whereas, 2.9% of students (43) did not attempt the
item. When students‟ test scripts were reviewed to find the reasons for the selection of the answers then a
few reasons were discovered. Some of the students wrote on the test that one-one function because all the
distinct elements of „B‟ has a distinct image in A. The following sampled pictures exposed that students
had misconceptions about functions.
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Some of them have chosen „Into function‟ as one element of B, which is not an image of A. Those who
selected the „onto function‟ stated that as the relationship has two functions therefore, they chose onto
function. One of them stated that “in range, the number is repeated i.e. 3”. It was revealed from the
response that she has confusion in the domain and range of a function. Students‟ concept image of
functions plays an important role in their understanding (Goldenberg & Mason, 2008; Habre & Abboud,
2006).
Discussion
The study explored that students have misconceptions between HCF and LCM. They have misconceptions
in general and pure forms of complex numbers and quadratic equations. Some of them have misconceptions
in other concepts i.e. sets and functions, inequality, radicals (surds), and factorizations of the Mathematics
curriculum. The results of various researches are in line with the findings of the misconceptions of various
concepts of Mathematics curriculum (Ali, 2011; Almog & Ilany, 2012; Ashlock, 2002; Baidoo, 2019;
Barcellos, 2005; Budak & Kapusuz, 2004; Cansoz et al., 2011; Crisan, 2008, 2012; Dubinsky & Wilson,
2013; Egodawatte, 2011; Erlandson, 2013; Gomez & Buhlea, 2009; İşleyen & Mercan, 2013; Kusuma et
al., 2018; Li, 2006; Maguire, 2012; Mohyuddin & Khalil, 2016; Peşman & Eryılmaz, 2010; Roneau et al.,
2014; Shoaib & Saeed, 2016).
Conclusion
It is concluded from the results that high school students have numerous misconceptions in the content of
Mathematics. Students are frequently taught to memorize properties and shortcuts to work with
Mathematics problems. Learning Mathematics in this manner can hinder a students‟ sense of numbers and
aid the development of misconceptions. At high school, students have misconceptions in the conjugate of
complex numbers, general and pure forms of complex numbers, and quadratic equations. They have
misconceptions between reciprocal and conjugate of complex numbers, HCF and LCM. Similarly, it is also
concluded that students have misconceptions about the relationship between inequality and radicals (surds)
of algebraic expressions.
Moreover, students have confused between ratio and proportion. It is also concluded from the results that
concept of sets and function, nature of subsets and disjoint sets, the importance of position in pairs of sets,
the position of a point (x, y) Cartesian coordinate xy-plane. The researchers also conclude from the results
there that are multiple reasons for high school students‟ misconceptions about Mathematics: confusion; test
anxiety; fewer practices; forgot formulas; use of guessing method; surprise test; lack of concept clarity; less
focus. Therefore, they are unable to give justification and reasons for the concepts. It seemed that they
memorized (crammed) Mathematical formulas, procedures, and concepts instead of understanding them in
their classrooms which leads to misconceptions in Mathematics at the secondary level.
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Recommendations
Based on the findings and conclusions of this study, the following recommendations have been formulated:
1. The students‟ misconceptions may be communicated with them and their parents through
parent-teacher conferences. Subsequently, parents may correct their children's misconceptions
about Mathematics at home.
2. Textbook of Mathematics at the secondary level may be revised by experts keeping in mind
that the content like LCM, HCF, sets and functions, inequality, radicals (surds), factorizations
and complex numbers, etc. given in textbooks should help students to remove their
misconception instead of leading to misconception.
3. All available textbooks of Mathematics being used at different levels of schools may be
reviewed to identify the content leading to misconceptions of students.
Implications of the study
The study has the following implications: the investigations of the misconceptions of students may guide
teachers, researchers, and educationists who want to identify students‟ misconceptions at the secondary
level. This study may be a source of inspiration for researchers to work upon misconceptions of students
and conduct researches on some teaching strategies to test practicability and feasibility at the secondary
level. This research may provide guidelines for present and future Mathematics teachers to effectively
address the misconceptions of students. The study may be supportive for curriculum developers and
textbook authors to consider students‟ misconceptions while developing, Mathematics curriculum and
subject matter.
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