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Measuring	Sophis/ca/on	in	Systemic	
Design	and	Compu/ng		
	
Evan	Barba,	J.R.	Osborn	
	
Communica/on,	Culture	and	Technology		
Program	in	Learning	and	Design	
Department	of	Computer	Science	
Georgetown	University,		Washington,	DC	USA
Assump/ons	
Learning	to	integrate	disciplines	is	at	least	as	
important	as	learning	a	discipline	
	
Interdisciplinary	skills	are	not	the	same	as	
disciplinary	ones.	But	there	is	some	overlap.	
	
Objec/ve	metrics	of	learning	are	valuable
Systems
Systems
+
Design
DesignLearning
Design +
Learning
Learning
+
Systems
X
X + Y
YZ
Y + Z
Z + X
This	model	can	be	applied	to	any	three		
disciplines	and	intersec/ons
3	DISCIPLINES	
&		
3	INTERSECTIONS
Systems
Systems
+
Design
Design
Computing
Design +
Computing
Computing
+
Systems
Systems	as	a	Way	of	Thinking	
Design	as	a	Way	of	Working	
Compu7ng	as	a	Medium
The	Next	Genera*on	Science	Standards	iden/fy	seven	
“cross-cuRng	concepts”	that:	
	
	…need	to	be	made	explicit	for	students	because	they	provide	
an	organiza9onal	schema	for	interrela9ng	knowledge	from	
various	science	fields	into	a	coherent	and	scien9fically-based	
view	of	the	world.		
	
NGSS	Lead	States.	2013.	Next	Genera9on	Science	Standards:	For	
States,	By	States.	Washington,	DC.	
1.  paXerns	
2.  cause	and	effect	
3.  scale	
4.  system	models	
5.  flows	and	cycles	
6.  structure	and	func/on	rela/onships		
7.  stability	and	change.
“…new	liberal	art	of	technological	culture,”	(1992)		
	
RSD	sucks.	
Richard	Buchanan
hXps://www.computerscienceonline.org/computer-engineering/	
Compu7ng	is	where		
the	job	growth	is
Learning	Progressions	
“Underlying	any	curriculum	is	a	model	of	progression,”		
M	Hughes.	1996.	
1.	Learning	targets	that	are	defined	by	societal	aspira/ons	and	analysis	of	the	
central	concepts	and	themes	in	a	discipline	
	
2.	Progress	variables	that	iden/fy	the	cri/cal	dimensions	of	understanding	and	
skill	that	are	being	developed	over	/me	
	
3.	Levels	of	achievement	that	define	significant	intermediate	steps	in	
conceptual/skill	development	
	
4.	Learning	performances	which	are	indica/ve	of	skills	and	knowledge	at	each	
level,	and	which	can	be	used	in	the	development	of	assessments	
		
5.	Assessments	that	measure	student	understanding	of	the	key	concepts	or	
prac/ces	and	can	track	their	progress	over	/me.
Sophis/ca/on	
“Learning	is	envisioned	as	a	development	of	
progressive	sophis9ca9on	in	understanding	and	
skills	within	a	domain.	[…]	learning	is	conceived	
as	a	sequence	or	con9nuum	of	increasing	
exper9se.”	
Heritage	2008
Cri/cisms	
No	accoun/ng	for	errors,	failures,	false	starts…	
	
Not	interdisciplinary	
	
Assumes	all	learners	are	alike
Systems
Systems
+
Design
Design
Computing
Design +
Computing
Computing
+
Systems
Area	=	41.25		
(total	sophis/ca/on)	
5
10	
15
Systems
Systems
+
Design
Design
Computing
Design +
Computing
Computing
+
Systems
Area	=	62.35	
(total	sophis/ca/on)	
5
10	
15
Systems
Systems
+
Design
Design
Computing
Design +
Computing
Computing
+
Systems
Center	of	Mass	
(focus)	
Eccentricity	=	2.4	
(depth	of	specializa/on)	
Area	=	41.25		
(total	sophis/ca/on)	
5
10	
15
Systems
Systems
+
Design
Design
Computing
Design +
Computing
Computing
+
Systems
Center	of	Mass	
(focus)	
Eccentricity	=	2.4	
(depth	of	specializa/on)	
Area	=	41.25		
(total	sophis/ca/on)	
5
10	
15
Advising	
Image	source:	hXps://iris.peabody.vanderbilt.edu/module/tran-scp/cresource/q1/p01/
Measuring Sophistication in Systemic Design and Computing
Learning	Progressions	
“Underlying	any	curriculum	is	a	model	of	progression,”		
M	Hughes.	1996.	
1.	Learning	targets	that	are	defined	by	societal	aspira/ons	and	analysis	of	the	
central	concepts	and	themes	in	a	discipline	
	
2.	Progress	variables	that	iden/fy	the	cri/cal	dimensions	of	understanding	and	
skill	that	are	being	developed	over	/me	
	
3.	Levels	of	achievement	that	define	significant	intermediate	steps	in	
conceptual/skill	development	
	
4.	Learning	performances	which	are	indica/ve	of	skills	and	knowledge	at	each	
level,	and	which	can	be	used	in	the	development	of	assessments	
		
5.	Assessments	that	measure	student	understanding	of	the	key	concepts	or	
prac/ces	and	can	track	their	progress	over	/me.
Ques/ons

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Measuring Sophistication in Systemic Design and Computing