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Volke K a Teaching analy ics skills in Enginee ing: A hands-on in oduc ion using JMP - 10.5821/con e -
ence-9788412322262.391
doi:10.5821/con e ence-9788412322262.391
TEACHING ANALYTICS SKILLS IN ENGINEERING:
A HANDS-ON INTRODUCTION USING JMP
V. K a 1
JMP S a is ical Disco e y
Heidelbe g, Ge many
Con e ence Key A eas: enginee ing skills; s uden engagemen
Keywo ds: p oblem sol ing, da a skills, employabili y
ABSTRACT
Enginee ing cu icula o en equi e s uden s o lea n a ange o analy ics skills, which
a e c i ical o all p ac i ione s who wan o lea n om da a. Wi h he igh so wa e,
lea ning hese skills can be hands-on and engaging, allowing s uden s o explo e and
analyze ealis ic da a wi hou s uggling wi h a clunky o edious s a is ics ool. JMP is
in e ac i e and powe ul poin -and-click so wa e o sol ing eal-wo ld enginee ing
p oblems. I is ideal o engaging, hands-on eaching o ele an da a skills in
enginee ing and is also used by scien is s and enginee s a leading companies ac oss
he globe.
While he undamen al skills add essed in his session include unde s anding a ia ion
and unce ain y, we will also look a applica ions like da a modeling, designing
expe imen s and quali y managemen – all om a s uden ’s pe spec i e.
This in e ac i e session will demons a e how JMP can help o engage s uden s’
cu iosi y and each enginee ing da a skills which a e mos in-demand in indus y oday.
We’ll guide you h ough a se ies o b ie demons a ions, so ha you can di ec ly
expe ience he di e ence JMP can make o you cou se. Pa icipan s will ecei e a
ee ial license be o e he wo kshop, and he p esen e s will p o ide sample da a and
lead you h ough se e al hands-on examples in JMP. We will also discuss bes
p ac ices and sha e esou ces o suppo in eg a ion in o enginee ing cou ses.
1 Co esponding Au ho
V. K a
[email p o ec ed]
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1 TEACHING WITH REAL CASES
This sho pape summa izes he key ideas om he p ac ical wo kshop by JMP and p o ides
he links o all ee esou ces sha ed wi h he audience.
1.1 Why eaching wi h eal cases?
Why should you conside using eal p oblems – ypically sha ed as case s udies – in
eaching da a analy ics? The e a e many good a gumen s, which include
1. Real cases help o each he analy ical skills which will be ele an o s uden s in
a u u e wo k o ce ( e e o cus ome s o ies [1] o examples who sha ed o
inspi ed he cases discussed he e)
2. S o y elling by eal cases can boos he engagemen o s uden s (see [2] o a
demo o isual s o y elling)
3. Ins ead o applying a single me hod, s uden s ake a jou ney o s a is ical
disco e ies ( he JMP analy ical wo k low [3] shows a “landscape o a el om
da a o insigh s”).
We will also discuss ha eal cases pe ec ly suppo he GAISE s anda d in
s a is ics educa ion [4], especially he i s ecommenda ion on eaching s a is ical
hinking. Each case is an example o a "p oblem-sol ing and decision-making
p ocess" and equi es mul i a iable hinking:
Fig. 1. GAISE I ecommenda ion abou eaching s a is ical hinking [4]
In addi ion o his guideline, o he e ised ecommenda ions like “3. In eg a e eal
da a wi h a con ex and pu pose” and “4. Fos e ac i e lea ning” suppo he key
message o his wo kshop.
1.2 Access o eal cases
The wo kshop will sugges he JMP Case S udy Lib a y [5] as an open sou ce
p o iding ee access o mo e han 50 case s udies. Each case comes wi h a
backg ound s o y, a p oblem- and ask desc ip ion and one o mo e da ase s, a s ep-
by-s ep solu ion wi h illus a ions using JMP ools and summa ies abou lessons
lea ned om a business, s a is ician’s and JMP use ’s pe spec i e. Solu ions o
op ional exe cises a e sha ed wi h au ho ized ins uc o s.
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Fig. 2. Examples om he JMP Case S udy Lib a y published a jmp.com/cases
Mos cases ha e been de eloped by p ac i ione s in indus y. They can be chosen
om a lis based on ield and subjec , co e ed key concep s and le el o complexi y.
2 LIVE DEMO
A li e demo will p esen he solu ion o case #52 on p ocess op imiza ion in bio ech
om LONZA [5] (Fig. 3), showing sample con en and s yle o a JMP case s udy. The
demo will also p o ide a p ac ical example abou applying s a is ical hinking,
combining JMP capabili ies o s a is ical disco e ies o sol e a eal-wo ld p oblem.
Al e na i ely, eade s o his pape can wa ch a eco ded demo [6] p esen ed by
And eas T au mann om LONZA, who is also a co-au ho o he case s udy.
3 CASES IN THE CLASSROOM
The e a e se e al op ions o use ou cases s udies in eaching: While educa o s can
use case s udies o in-class demons a ions, he mos e ec i e use a e assignmen s
o s uden s as homewo k o g oup p ojec s. The cases can s imula e discussions
abou which s eps o ake o compa isons o al e na i e solu ions. S uden s can also
be asked o p esen he lea ning ou come o “o he decision make s”, o o explain
why and how ce ain me hods ha e been applied.
4 MORE TEACHING RESOURCES AND GETTING STARTED
Case s udies a e jus one kind o eaching esou ces p o ided by JMP’s Global
Academic P og am. Du ing he wo kshop, addi ional esou ces will be sha ed and
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Fig. 3. Ex ac om case s udy #52 sha ed by LONZA
discussed, including he JMP Leaning Lib a y and he S a is ical Thinking online
cou se (see [7] o “In oduc o y Enginee ing S a is ics” cou se ma e ial).
Wo kshop pa icipan s and eade s a e welcome o con ac he au ho o a pe sonal
discussion o JMP academic esou ces and capabili ies.
REFERENCES
[1]
JMP Cus ome S o ies (2022), www.JMP.com/success.
[2]
King, C. (2021). A Da k Tale: Visual S o y elling Wi h JMP.
Disco e y Summi
Eu ope 2021. h ps://communi y.jmp.com/ 5/Disco e y-Summi -Eu ope-
2021/A-Da k-Tale-Visual-S o y elling-Wi h-JMP-2021-EU-30MP-792/ a-
p/349276
[3]
[4
]
JMP Analy ical Wo k low (2022), h p://www.jmp.com/wo k low.
Ame ican S a is ical Associa ion (2016). Guidelines o Assessmen and
Ins uc ion in S a is ics Educa ion (GAISE) in S a is ics Educa ion (GAISE)
College Repo College Repo 2016.
h ps://www.ams a .o g/asa/ iles/pd s/GAISE/GaiseCollege_Full.pd .
[5]
JMP Case S udy Lib a y (2022), www.jmp.com/cases.
[6]
T au mann, A. (2020). Indus ial Bio ech Case S udy: Cus omized DOE o
P ocess Op imiza ion in Small-Scale Bio eac o s. Disco e y Summi Eu ope
2020. h ps://communi y.jmp.com/ 5/Disco e y-Summi -Munich-
2020/Indus ial-Bio ech-Case-S udy-Cus omized-DOE- o -P ocess/ a-
p/243896
[7]
JMP Cou se Ma e ial (2022), h ps://www.jmp.com/en_gb/academic/cou se-
ma e ials/enginee ing-s a s.h ml.