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A GLOBAL APPROACH TO IMPROVE 
THE MATHEMATICAL LEVEL 
OF ENGINEERING STUDENTS 
SUSANA NIETO ISIDRO sni@usal . e s 
HIGINIO RAMOS CALLE higra@usal . e s 
DEPARTMENT OF APPLIED MATHEMATICS 
POLYTECHNIC HIGH SCHOOL OF ZAMORA 
UNIVERSITY OF SALAMANCA
Background: 
 In this work we have analyzed: 
 The situation of the initial knowledge in mathematics at 
the engineering studies, (which is clearly unsatisfactory) 
by means of an specifically designed test. 
 The generation of groups of students with similar 
mathematical deficiencies based on the way of entrance 
at the University. 
 The possible solutions to the mathematical problems 
found for each group, using different initiatives due the 
previous diagnosis.
Background: 
 Our aim is the development of a global approach to 
solve this situation, which includes: 
The use of an on-line tool to improve the mathematical 
level of some of the students. 
The measure of this improvement bbyy mmeeaannss ooff 
qualifications and a self-confidence test. 
A strategy to prevent the most common mathematical 
errors found in written examination, using participative 
classroom sessions.
Model 
We work taking into account the frame 
of the Spanish educational legislation 
about who can access at the University: 
High School students 
•Students from pre-graduate studies 
(High School). 
•Students from Vocational Training 
Modules. 
Vocational Training Modules 
students
Model 
The mathematical background of these 
groups is quite different: 
•Students from pre-graduate studies 
(High School) have a specific and 
compulsory mathematical background. 
But a group of them (usually the ones 
High School students 
Maths 
exam ? 
having the poorest mathematical level) 
have avoided to take the final exam 
of mathematics in order to maximize 
their accessing score. 
•Students from Vocational Training 
Modules have a bad mathematical 
background. 
YES NO 
VTM 
Vocational Training Modules 
students
Model 
We have analyzed the mathematical level 
of the students coming to the Polytechnic 
High School of Zamora, which belongs to 
the University of Salamanca. 
We have six engineering degrees from 
different areas: Civil Engineering, 
Industrial Mechanics, Computing, Materials, 
Technical Architecture and Agriculture.
Model 
The first step is to make a diagnosis 
of the situation of our students, 
as accurate as possible. 
D 
i 
a 
g 
n 
o 
s 
i 
s
Model 
This step is especially important because 
teachers usually are not conscious of the 
real level of the mathematical knowledge 
D 
i 
a 
g 
of their students. 
The official information from the 
University does not include data about 
the way of access of our students. 
n 
o 
s 
i 
s
D 
i 
a 
g 
Model 
To make this diagnosis we have designed 
a specific test which includes: 
•Some items to measure the knowledge of 
n 
o 
s 
i 
s 
mathematical concepts. 
•Some items to measure the knowledge of 
mathematical procedures. 
•A header with anonymous information 
about the way of accessing 
at the University.
Model 
The diagnosis shows the presence of 
three groups of students, which need 
to be treated separately, because they 
D 
i 
a 
g 
YES 
have different kinds of problems (and 
different kinds of solutions). 
Some teachers make initial tests, but the 
results are usually treated globally, 
as a proof of the “global” knowledge 
of that group of students. 
n 
o 
s 
i 
s 
NO 
VTM
Model 
Nevertheless, the results of the test 
are much better understood when 
we separate the students among 
D 
i 
a 
g 
Calculate the 
derivative of 
GLOBAL RESULTS 
Correct 
answer 
Incorrect 
answer 
No 
answer 
these three groups. 
f(x)= 1/x 48.2% 23.8% 28.0% 
n 
o 
s 
i 
s 
g(x) =x ex 43.0% 22.8% 34.2% 
h(x)=x/(x2+1) 38.9% 25.9% 35.2%
Model 
D 
i 
a 
g 
Calculate the 
derivative of 
Correct 
answer 
Incorrect 
answer 
No 
answer 
Calculate the 
derivative of 
Correct 
answer 
Incorrect 
answer 
No 
answer 
f(x)= 1/x 59.3% 27.1% 13.6% 
g(x) =x ex 55.1% 22.0% 22.9% 
h(x)=x/(x2+1) 50.0% 26.3% 23.7% 
Calculate the 
derivative of 
Correct 
answer 
Incorrect 
answer 
No 
answer 
GLOBAL RESULTS 
YES 
f(x)= 1/x 48.2% 23.8% 28.0% 
n 
o 
s 
i 
s 
g(x) =x ex 43.0% 22.8% 34.2% 
h(x)=x/(x2+1) 38.9% 25.9% 35.2% 
f(x)= 1/x 42,9% 34,3% 22,9% 
g(x) =x ex 37,1% 31,4% 34.3% 
h(x)=x/(x2+1) 31,4% 34,3% 34,3% 
Calculate the 
derivative of 
Correct 
answer 
Incorrect 
answer 
No 
answer 
f(x)= 1/x 18.9% 5.4% 75.7% 
g(x) =x ex 10.8% 18.9% 70.3% 
h(x)=x/(x2+1) 8.1% 16.2% 75.7% 
NO 
VTM
Model 
D 
i 
a 
g 
YES 
The worst results are found for 
VocationalTraining Modules 
(VTM) group. 
So, we focused on this group by 
means of a specifically designed 
on-line tool. 
n 
o 
s 
i 
s 
Calculate the 
derivative of 
Correct 
answer 
Incorrect 
answer 
No 
answer 
f(x)= 1/x 18.9% 5.4% 75.7% 
g(x) =x ex 10.8% 18.9% 70.3% 
h(x)=x/(x2+1) 8.1% 16.2% 75.7% 
NO 
VTM
Model 
D 
i 
a 
g 
YES 
Calculate the 
derivative of 
Correct 
answer 
Incorrect 
answer 
No 
answer 
f(x)= 1/x 59.3% 27.1% 13.6% 
g(x) =x ex 55.1% 22.0% 22.9% 
h(x)=x/(x2+1) 50.0% 26.3% 23.7% 
Calculate the 
derivative of 
Correct 
answer 
Incorrect 
answer 
No 
answer 
n 
o 
s 
i 
s 
NO 
VTM 
f(x)= 1/x 42,9% 34,3% 22,9% 
g(x) =x ex 37,1% 31,4% 34.3% 
h(x)=x/(x2+1) 31,4% 34,3% 34,3% 
Nevertheless, the results of the other 
groups are not as good as desirable.
Model 
D 
i 
a 
g 
YES For these students, we have 
focused on the most common 
mathematical errors found in the 
n 
o 
s 
i 
s 
NO 
VTM 
written examinations. 
We have tried to correct this errors by 
means of some classroom sessions 
dedicated to fix the attention of the 
students on these common mistakes 
in order to minimize their presence.
Model 
D 
i 
a 
g 
YES 
A global approach 
Classroom 
sessions 
n 
o 
s 
i 
s 
NO 
VTM 
On-line tool
Correction 1: VTM group 
 This VTM group accessing Engineering studies is 
increasing nowadays due to two factors: 
 The economic crisis, which is leading many workers to 
improve their training at the University. 
 The current Spanish educational lleeggiissllaattiioonn ((22001100)) 
includes no limitation in the number of VTM students 
who can access at the University. 
 Other characteristic of this group is the big “drop-out” 
rate: 25% of them did not perform the final 
examination in the academic year 2011-2012.
Correction 1: VTM group 
 We have designed an on-line course using 
STUDIUM(based on Moodle) which is the official tool of 
the “virtual campus” at the University of Salamanca. 
 It is particularly useful for teachers, since it offers a 
wide range of tracking tools, including tools for 
generating questionnaires, evaluation tools, etc. 
 Detailed description in: 
 Nieto and Ramos (2013) TEEM’13 Proceedings. 
 Nieto and Ramos (2014) JCIT (in press).
Correction 1: VTM group 
 “Drop-out” rates: 
Groups 2011-2012 2012-2013 
Performing examination 75% 85,7% 
Non-performing examination 25% 14,3% 
Students passing the exam. 25% 28,6% 
 Performance at the final examination: 
Groups 2011-2012 2012-2013 
Averaged qualification 2,6 3,4 
Passing the exam 5,5 5,7 
Non-passing the exam 1,1 2,4
Correction 1: VTM group 
 Test of satisfaction: 
Questions Yes No 
The course has been useful to understand the 
mathematics at the classroom 100% - 
The course has given you confidence to perform 
78,6% 21,4% 
the final examination The course has been useful to improve your 
mathematical knowledge 78,6% 21,4%
Correction 1: Conclusions 
 An on-line course arises as a very useful tool to 
give students for Vocational Training Modules the 
mathematical contents they need to face their 
studies successfully. 
The results show an increase of the academic 
 qualifications and an increase in the percentage of 
students performing the final examination. 
 A satisfaction test filled by the students shows an increase 
in their self- confidence in their mathematical knowledge 
and capabilities.
Correction 2: Common errors 
 The second step is to avoid the repetition of the 
most common mistakes found in written 
examinations. 
 This kind of ability is especially suitable to be 
trained in the classroom (and not bbyy tthhee uussee ooff oonn-- 
line material) due to the immediate feedback given 
by the teacher to the students. 
 We have analyzed the impact of this initiative over 
the performance of the students.
Correction 2: Common errors 
 The active-participative classroom session contains 
the following schema: 
 We have compelled the students to complete the solution 
of a typical erroneous procedure in an anonymous sheet. 
 We have mixed the anonymous sshheeeettss aanndd wwee hhaavvee 
distributed them again so that each student corrects the 
results of one of his/her classmates 
 The teacher has solved the whole process at the 
blackboard paying attention to possible bugs, asking the 
students to correct the work of their peers “as if they were 
the teacher”.
Correction 2: Common errors 
 The impact of this initiative has been measured 
comparing the errors committed by the students in 
the written examination for two consecutive 
academic years: 2012-2013 and 2013-2014. 
We have used a classification of errors  aanndd ffaaiilluurreess 
and have quantified them. 
 In addition, we have quantified the absence of 
answers for the theoretical or practical questions 
related with the most “problematic” topic 
(diagonalization of a square matrix).
Correction 2: Common errors 
 Some results: trained vs. not trained errors 
ERRORS/ FAILURES 2012-2013 2013-2014 Relative difference (%) 
Matrix rank (not trained) 41,2%. 39,3% Similar (-4,6%) 
Zeros of a function (not trained) 19,7%. 20,0% Similar (+1,5%) 
Matrix determinant (trained) 34,4% 23,6% -31,4% 
Equation systems (trained) 61,9%. 37,0% -40,0%
Correction 2: Common errors 
 Some results: questions unanswered 
ERRORS/ FAILURES 2012-2013 2013-2014 Relative difference (%) 
No answers for 
diagonalization questions 
44,7% 40% -10,5% 
(theoretical) 
No answer for the 
diagonalization problem 
(algoritmic) 
23,7% 10% -57,8%
Correction 2: Conclusions 
 Some active-participative classroom sessions are 
an effective tool to improve the mathematical 
performance of our students: 
 The results detected in the written examinations show a 
decrease of the main errors or failures which were 
specifically trained, while the non-trained errors remain 
stable. 
 The number of questions left unanswered have also 
decreased, particularly the ones related with algorithmic 
(not theoretical) procedures.
Conclusions: 
 As mathematics teachers at first university levels, 
we must be aware of the shortcomings of our 
students and we need to find a way to help them to 
improve their mathematical performance. 
The accurate diagnosis of the real  kknnoowwlleeddggee ooff oouurr 
students is a fundamental tool to develop the best 
didactic approach for our students. 
 A global approach witch take into account the 
presence of different groups of students can be 
seen as a effective strategy to improve students’ 
learning.
A GLOBAL APPROACH TO IMPROVE 
THE MATHEMATICAL LEVEL 
OF ENGINEERING STUDENTS 
SUSANA NIETO ISIDRO sni@usal . e s 
HIGINIO RAMOS CALLE higra@usal . e s 
DEPARTMENT OF APPLIED MATHEMATICS 
POLYTECHNIC HIGH SCHOOL OF ZAMORA 
UNIVERSITY OF SALAMANCA

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A global approach to improve the mathematical level of engineering students

  • 1. A GLOBAL APPROACH TO IMPROVE THE MATHEMATICAL LEVEL OF ENGINEERING STUDENTS SUSANA NIETO ISIDRO sni@usal . e s HIGINIO RAMOS CALLE higra@usal . e s DEPARTMENT OF APPLIED MATHEMATICS POLYTECHNIC HIGH SCHOOL OF ZAMORA UNIVERSITY OF SALAMANCA
  • 2. Background: In this work we have analyzed: The situation of the initial knowledge in mathematics at the engineering studies, (which is clearly unsatisfactory) by means of an specifically designed test. The generation of groups of students with similar mathematical deficiencies based on the way of entrance at the University. The possible solutions to the mathematical problems found for each group, using different initiatives due the previous diagnosis.
  • 3. Background: Our aim is the development of a global approach to solve this situation, which includes: The use of an on-line tool to improve the mathematical level of some of the students. The measure of this improvement bbyy mmeeaannss ooff qualifications and a self-confidence test. A strategy to prevent the most common mathematical errors found in written examination, using participative classroom sessions.
  • 4. Model We work taking into account the frame of the Spanish educational legislation about who can access at the University: High School students •Students from pre-graduate studies (High School). •Students from Vocational Training Modules. Vocational Training Modules students
  • 5. Model The mathematical background of these groups is quite different: •Students from pre-graduate studies (High School) have a specific and compulsory mathematical background. But a group of them (usually the ones High School students Maths exam ? having the poorest mathematical level) have avoided to take the final exam of mathematics in order to maximize their accessing score. •Students from Vocational Training Modules have a bad mathematical background. YES NO VTM Vocational Training Modules students
  • 6. Model We have analyzed the mathematical level of the students coming to the Polytechnic High School of Zamora, which belongs to the University of Salamanca. We have six engineering degrees from different areas: Civil Engineering, Industrial Mechanics, Computing, Materials, Technical Architecture and Agriculture.
  • 7. Model The first step is to make a diagnosis of the situation of our students, as accurate as possible. D i a g n o s i s
  • 8. Model This step is especially important because teachers usually are not conscious of the real level of the mathematical knowledge D i a g of their students. The official information from the University does not include data about the way of access of our students. n o s i s
  • 9. D i a g Model To make this diagnosis we have designed a specific test which includes: •Some items to measure the knowledge of n o s i s mathematical concepts. •Some items to measure the knowledge of mathematical procedures. •A header with anonymous information about the way of accessing at the University.
  • 10. Model The diagnosis shows the presence of three groups of students, which need to be treated separately, because they D i a g YES have different kinds of problems (and different kinds of solutions). Some teachers make initial tests, but the results are usually treated globally, as a proof of the “global” knowledge of that group of students. n o s i s NO VTM
  • 11. Model Nevertheless, the results of the test are much better understood when we separate the students among D i a g Calculate the derivative of GLOBAL RESULTS Correct answer Incorrect answer No answer these three groups. f(x)= 1/x 48.2% 23.8% 28.0% n o s i s g(x) =x ex 43.0% 22.8% 34.2% h(x)=x/(x2+1) 38.9% 25.9% 35.2%
  • 12. Model D i a g Calculate the derivative of Correct answer Incorrect answer No answer Calculate the derivative of Correct answer Incorrect answer No answer f(x)= 1/x 59.3% 27.1% 13.6% g(x) =x ex 55.1% 22.0% 22.9% h(x)=x/(x2+1) 50.0% 26.3% 23.7% Calculate the derivative of Correct answer Incorrect answer No answer GLOBAL RESULTS YES f(x)= 1/x 48.2% 23.8% 28.0% n o s i s g(x) =x ex 43.0% 22.8% 34.2% h(x)=x/(x2+1) 38.9% 25.9% 35.2% f(x)= 1/x 42,9% 34,3% 22,9% g(x) =x ex 37,1% 31,4% 34.3% h(x)=x/(x2+1) 31,4% 34,3% 34,3% Calculate the derivative of Correct answer Incorrect answer No answer f(x)= 1/x 18.9% 5.4% 75.7% g(x) =x ex 10.8% 18.9% 70.3% h(x)=x/(x2+1) 8.1% 16.2% 75.7% NO VTM
  • 13. Model D i a g YES The worst results are found for VocationalTraining Modules (VTM) group. So, we focused on this group by means of a specifically designed on-line tool. n o s i s Calculate the derivative of Correct answer Incorrect answer No answer f(x)= 1/x 18.9% 5.4% 75.7% g(x) =x ex 10.8% 18.9% 70.3% h(x)=x/(x2+1) 8.1% 16.2% 75.7% NO VTM
  • 14. Model D i a g YES Calculate the derivative of Correct answer Incorrect answer No answer f(x)= 1/x 59.3% 27.1% 13.6% g(x) =x ex 55.1% 22.0% 22.9% h(x)=x/(x2+1) 50.0% 26.3% 23.7% Calculate the derivative of Correct answer Incorrect answer No answer n o s i s NO VTM f(x)= 1/x 42,9% 34,3% 22,9% g(x) =x ex 37,1% 31,4% 34.3% h(x)=x/(x2+1) 31,4% 34,3% 34,3% Nevertheless, the results of the other groups are not as good as desirable.
  • 15. Model D i a g YES For these students, we have focused on the most common mathematical errors found in the n o s i s NO VTM written examinations. We have tried to correct this errors by means of some classroom sessions dedicated to fix the attention of the students on these common mistakes in order to minimize their presence.
  • 16. Model D i a g YES A global approach Classroom sessions n o s i s NO VTM On-line tool
  • 17. Correction 1: VTM group This VTM group accessing Engineering studies is increasing nowadays due to two factors: The economic crisis, which is leading many workers to improve their training at the University. The current Spanish educational lleeggiissllaattiioonn ((22001100)) includes no limitation in the number of VTM students who can access at the University. Other characteristic of this group is the big “drop-out” rate: 25% of them did not perform the final examination in the academic year 2011-2012.
  • 18. Correction 1: VTM group We have designed an on-line course using STUDIUM(based on Moodle) which is the official tool of the “virtual campus” at the University of Salamanca. It is particularly useful for teachers, since it offers a wide range of tracking tools, including tools for generating questionnaires, evaluation tools, etc. Detailed description in: Nieto and Ramos (2013) TEEM’13 Proceedings. Nieto and Ramos (2014) JCIT (in press).
  • 19. Correction 1: VTM group “Drop-out” rates: Groups 2011-2012 2012-2013 Performing examination 75% 85,7% Non-performing examination 25% 14,3% Students passing the exam. 25% 28,6% Performance at the final examination: Groups 2011-2012 2012-2013 Averaged qualification 2,6 3,4 Passing the exam 5,5 5,7 Non-passing the exam 1,1 2,4
  • 20. Correction 1: VTM group Test of satisfaction: Questions Yes No The course has been useful to understand the mathematics at the classroom 100% - The course has given you confidence to perform 78,6% 21,4% the final examination The course has been useful to improve your mathematical knowledge 78,6% 21,4%
  • 21. Correction 1: Conclusions An on-line course arises as a very useful tool to give students for Vocational Training Modules the mathematical contents they need to face their studies successfully. The results show an increase of the academic qualifications and an increase in the percentage of students performing the final examination. A satisfaction test filled by the students shows an increase in their self- confidence in their mathematical knowledge and capabilities.
  • 22. Correction 2: Common errors The second step is to avoid the repetition of the most common mistakes found in written examinations. This kind of ability is especially suitable to be trained in the classroom (and not bbyy tthhee uussee ooff oonn-- line material) due to the immediate feedback given by the teacher to the students. We have analyzed the impact of this initiative over the performance of the students.
  • 23. Correction 2: Common errors The active-participative classroom session contains the following schema: We have compelled the students to complete the solution of a typical erroneous procedure in an anonymous sheet. We have mixed the anonymous sshheeeettss aanndd wwee hhaavvee distributed them again so that each student corrects the results of one of his/her classmates The teacher has solved the whole process at the blackboard paying attention to possible bugs, asking the students to correct the work of their peers “as if they were the teacher”.
  • 24. Correction 2: Common errors The impact of this initiative has been measured comparing the errors committed by the students in the written examination for two consecutive academic years: 2012-2013 and 2013-2014. We have used a classification of errors aanndd ffaaiilluurreess and have quantified them. In addition, we have quantified the absence of answers for the theoretical or practical questions related with the most “problematic” topic (diagonalization of a square matrix).
  • 25. Correction 2: Common errors Some results: trained vs. not trained errors ERRORS/ FAILURES 2012-2013 2013-2014 Relative difference (%) Matrix rank (not trained) 41,2%. 39,3% Similar (-4,6%) Zeros of a function (not trained) 19,7%. 20,0% Similar (+1,5%) Matrix determinant (trained) 34,4% 23,6% -31,4% Equation systems (trained) 61,9%. 37,0% -40,0%
  • 26. Correction 2: Common errors Some results: questions unanswered ERRORS/ FAILURES 2012-2013 2013-2014 Relative difference (%) No answers for diagonalization questions 44,7% 40% -10,5% (theoretical) No answer for the diagonalization problem (algoritmic) 23,7% 10% -57,8%
  • 27. Correction 2: Conclusions Some active-participative classroom sessions are an effective tool to improve the mathematical performance of our students: The results detected in the written examinations show a decrease of the main errors or failures which were specifically trained, while the non-trained errors remain stable. The number of questions left unanswered have also decreased, particularly the ones related with algorithmic (not theoretical) procedures.
  • 28. Conclusions: As mathematics teachers at first university levels, we must be aware of the shortcomings of our students and we need to find a way to help them to improve their mathematical performance. The accurate diagnosis of the real kknnoowwlleeddggee ooff oouurr students is a fundamental tool to develop the best didactic approach for our students. A global approach witch take into account the presence of different groups of students can be seen as a effective strategy to improve students’ learning.
  • 29. A GLOBAL APPROACH TO IMPROVE THE MATHEMATICAL LEVEL OF ENGINEERING STUDENTS SUSANA NIETO ISIDRO sni@usal . e s HIGINIO RAMOS CALLE higra@usal . e s DEPARTMENT OF APPLIED MATHEMATICS POLYTECHNIC HIGH SCHOOL OF ZAMORA UNIVERSITY OF SALAMANCA