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Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
Coding open ended text:
The rise of the coding robots?
	
Tim Brandwood
Digital Taxonomy
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
Coding:	Transforming	unstructured	text	into	
quant	data
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
Can	machines	do	the	work	instead?
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
A?empt	#1		
Off-the-shelf	
services
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
A:empt	#1	–	Off-the-Shelf	Services	
Verbatim: ‘Because I’m poor’
Answer: ‘No other people’, with
confidence 0.012
Does not suit the needs of the MR Industry
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
A?empt	#1		
Off-the-shelf	services	
A?empt	#2	
Rule-Based	
Matching
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
A:empt	#2	–	Rule-Based	Matching	
Code 18 – Fewer Distractions
Example:
“I can concentrate better.”	
“There are no distractions”	
Code 18 – Fewer Distractions
“Less inclined to reach for my phone”	
“No interruptions from the kids”	 Code 18 – Fewer Distractions
Code 18 – Fewer Distractions
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
A:empt	#2	–	Rule-Based	Matching	
Rule 2: “popcorn” + “don’t” = Code 2
Example:
“I like popcorn”	
Complicated setup
Difficult to maintain
Not scalable
“I don’t like popcorn, I love it!”	
Rule 1: “popcorn” = Code 1
“I don’t like popcorn”	
…
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
A?empt	#1		
Off-the-shelf	
services	
A?empt	#2	
Rule-Based	
Matching	
A?empt	#3	
Machine	Learning	
Approach
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
Learning	by	Example		
The	AI	learns	by	example	as	Coders	do	their	normal	work	
Assistance	improves	over	Nme	
AI	assists	Coders	where	appropriate	
A:empt	#3	–	Machine	Learning	Approach
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
“There are no distractions”	 Code 18 – Fewer Distractions
“There are no distractions”	
“Fewer distractions”	
“It’s not as distracting”	
Code 18 – Fewer
Distractions
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
Codeit:	Result	from	a	NPS	Survey	
3	different	Modes	based	on	the	confidence	of	the	AI:	
	
	1.	Autocoded	Mode:		
The	AI	is	certain	
	
	2.	Assisted	Mode:		
Less	certainty	-	needs	verificaNon	
	
	3.	Manual	Mode:	
Really	difficult	verbaNms	
AI	switched	off
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
Using	AI	to	support	the	coding	process	
ArNficial	Intelligence
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
High	
AutomaNon	
Where	are	we	now?	
Manual	Coding	
Text	AnalyNcs	
AI	Assisted	Coding	
Full	AI	Coding	??	
Precision	Low	 High
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
Conclusion:	The	rise	of	the	coding	robots?	
AI can help the coders but not replace them
New	
markets	
More	
value	
More	
volume	
Be?er	AI
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
Thank	you	for	your	a:enPon!	
	
If	you’d	like	to	know	more	please	contact:	
Pm@digitaltaxonomy.co.uk	or	
pat@digitaltaxonomy.co.uk	
	
h:p://www.digitaltaxonomy.co.uk
Coding	open-ended	text:	The	rise	of	the	coding	robots?		
Tim	Brandwood,	Digital	Taxonomy	
Artificial
Intelligence
	
	
Q	&	A	
Sue	York	
The	Handbook	of	
Mobile	Market	Research	
Tim	Brandwood	
Digital	Taxonomy

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