Upload
others
View
3
Download
0
Embed Size (px)
Citation preview
Motivation andFramework
1. Is there a modern productivity paradox?
2. Is the productivity slowdown related to lack of digital diffusion?
Q
Big Techday 12, 7. Juni 2019
Reflections on missing productivitygrowth in an era of digital
transformation
By Christina Timiliotis By Christina Timiliotis
Productivity growth has slowed down in major economies
Source: Productivity Statistics, OECD Stat.
GDP per hour worked, annual change
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
France Germany Italy Japan United Kingdom United States
1971-1980 1981-1990 1991-2000 2001-2007 2010-2017
“You can see the computer age everywhere but in the productivity statistics.”
Robert Solow, 1987
Techno-optimists
The world is in the middle of a technology-driven renaissance.
Techno-pessimists
Few firms may be doing great, but the IT revolution has run out of steam and low hanging fruits have been picked.
The great (productivity) divergence
Note: Multifactor productivity (MFP) at the productivity frontier and for the average non-frontier firm (2009=100); Source: Andrews et al. (2016)
100
105
110
115
120
2009 2010 2011 2012 2013 2014 2015
Firms below the frontier
Frontier(top 5%)
100
105
110
115
120
2009 2010 2011 2012 2013 2014 2015
Firms below the frontier
Frontier(top 5%)
Digital industries
Less digital industries
Big data 33 %8%
Cloud 71%19%
Supply Chain Management 41%
10%
Digital adoption is uneven across countries
Note: for medium sized firms. Source: OECD Stat. ICT adoption of businesses.
Big data 34 % 19% 11 %
Cloud 59% 41 % 27 %
Supply Chain Management
41% 24% 13%
Large firms (250+) Medium sized firms (50-249)
Small firms (10-49)
Digital adoption lags behind in small firms
Source: OECD Stat. ICT adoption of businesses.
Platforms are developing fast, but unevenly
France, Italy, Spain, UK and US
Belgium, Germany, Hungary, Poland and Sweden
Source: Bailin et al. (2019[19]).
Online platforms can enhance the productivity of service firms
Annual gain in productivity of the average firm in selected service industries associated
with online platform development in the hotel, restaurant, taxi and retail sector
Source: Bailin et al. (2019[19]).
As do general digital technologies, but more productive firms benefit reap greater benefits
0
0.5
1
1.5
2
2.5
High-speed broadband Enterprise ResourcePlanning
Customer RelationshipManagement
Cloud Computing
%
Firm-level increase in productivity from a 10 percentage point increase in digital adoption
Laggards FrontierMedian
Skills are crucial in a digitalized economy
Organisational capital
Skilled labour
Allocation of talent
Can “Americans do IT better”?
Meritocracy still prevents the hiring of good managers, especially in Southern Europe
Source: Pellegrino and Zingales (2017)
A higher score indicates that merit prevails over loyalty
0
10
20
30
40
50
60
70
80
90
100
New
Zea
lan
d
Swed
en
Net
her
lan
ds
No
rway
Fin
lan
d
Au
stra
lia
Flan
der
s…
Den
mar
k
Can
ada
Ger
man
y
Engl
and
(U
K)
Jap
an
Un
ited
Sta
tes
Au
stri
a
Cze
ch R
epu
blic
No
rth
ern
…
Ko
rea
Isra
el
Esto
nia
Slo
ven
ia
Slo
vak
Re
pu
blic
Irel
and
Lith
uan
ia
Gre
ece
Po
lan
d
Ch
ile
Turk
ey
Fran
ce
Spai
n
Ital
y
No digital skills Limited digital skills% of 16-65 years population
Many adults lack digital skills in OECD countries Share of adults lacking digital skills (2015)
Effects of boosting skills on digitalisationI. Increase in digital adoption rate from
increasing the share of workers using HPWP to sample maximum (DNK)
Note: Differential impact between industries with high and low knowledge intensity
0
2
4
6
8
10
12
EnterpriseResourcePlanning
CustomerRelationshipManagement
Cloud Computing Cloud Computing(high)
%Gap 1st and 3rd quartiles Average
Lowest (FIN) Highest (GRC)
0
2
4
6
8
10
12
14
Enterprise ResourcePlanning
Customer RelationshipManagement
Cloud Computing Cloud Computing(complex)
%
1st quartile Average
Lowest (NLD) Highest (POL)
II. Increase in digital adoption rate from reducing the share of workers with no ICT skills
(SWE)
Skill shortages reduce gains from a mix of all technologies in low productive firms
0
20
40
60
80
100
industries without skill shortages industries with skill shortages
Productivity gain in most productive firms without shortages = 100
Do you prepare your workforce for the future?
0
25
50
75
100
0
10
20
30
40
SVK
PO
L
GR
C
LTU
HU
N
ITA
DEU BEL IR
L
CZE
PR
T
ESP
SVN
GB
R
AU
T
EST
LUX
FRA
NLD
NO
R
DN
K
FIN
SWE
% of firms% of adult population (25-64)
Participation in adult learning (lhs)
% of enterprises providing continuing vocational training (rhs)
The marginal effects of training on adoption are greater for low-skilled workers
0
0.5
1
1.5
2
2.5
3
3.5
Customer Relationship Management Cloud Computing
%
Low skilled Low skilled
High skilled High skilled
Note: The differential impact of training provided to high and low skilled workers on the percentage of firms adopting CRM and cloud computing
systems
What can be done about this?
Lifelong learning
Involve all stakeholders
Adapt school systems
Raise awareness
Q What about regulations?
The regulatory environment should promote the efficient reallocation of resources
-6
-5
-4
-3
-2
-1
0
1
19
98
20
00
20
02
20
04
20
06
20
08
20
10
20
12
20
14
Percentage points(1998 = 0)
-6
-5
-4
-3
-2
-1
0
1
1998
2000
2002
2004
2006
2008
2010
2012
2014
Percentage points(1998 = 0)
Entry rates Exit rates
Digital intensive sectors Other sectors
Source: Calvino and Criscuolo (2019)
The rise of zombie firms
Promoting the efficient reallocation of resources in 3 steps
Facilitating a smooth exit of the least productive firms
Reducing barriers to entry and growth of young firms
Enabling fluid movements of labour and capital from declining to growing firms.
Policy-makers have a range of tools to increase productivity through digital adoption
0.0%
0.5%
1.0%
1.5%
2.0%
2.5%
3.0%
3.5%
4.0%
Upgrading skills (technical and managerial) Reducing regulatory barriers to competition andreallocation
Effect on firm productivity (through digital adoption) of closing half of the gap with best performing countries in a range of areas. Average OECD country, effect after 3 years
Source: Sorbe et al. (2019)
Digitalisation is a mixed blessing for competition
Market power can reflect a legitimate rent for past innovation and even be
the sign of healthy competition
if too entrenched – also allow firms to use strategic
patenting or buy smaller innovative firms to stifle
competition , thus undermining innovation
BUT
Scale without mass
Low marginal costs
Strong multi-sided networks
0
2
4
6
8
10
12
Index 1990 = 1
AI-related patents All patents
And Artificial Intelligence?
In sum, all hope is not lost!
• Participation in training – especially of low-skilled workers – and its quality, as well as promoting good cognitive, organisational and managerial skills;
• The efficient reallocation of labour and capital across firms and industries by reducing administrative burdens on start-ups, facilitating job transitions and improving the efficiency of insolvency regimes
…but both, governments and private actors must take an active role in supporting the adoption of digital technologies and promoting their efficient use
Website:
http://www.oecd.org/economy/growth/digitalisation-productivity-and-inclusiveness
Contact:
Thank you