Reference,Figure 2.25,,,,
Title,The interaction between technology and jobs varies by occupation,,,,
Subtitle,"Probability of being computerized and use of ICT at work, by occupation",,,,
Source,"WDR 2016 team, based on STEP household surveys (World Bank, various years) and Frey and Osborne 2013.",,,,
Note,The probability of being automated is obtained from Frey and Osborne (2013). ICT intensity is an index between 0 (no use of technology) and 19 (most use of technology). ICT = information and communication technology. The red lines represent the average values of ICT intensity (x-axis) and of computerization (y-axis) across the pooled sample of 10 developing countries with STEP household surveys.,,,,
Report URL,http://www.worldbank.org/wdr2016,,,,
Data URL,http://bit.do/WDR2016-Fig2_25,,,,
,,,,,
isco_title,ICT intensity index,Probability of being computarized,,emp_share_urb,"Relative employment size (high=3, medium=2, low=1)"
,0.085357755,0.758188009,,0.000426561,1
,0.08696001,0.870000005,,0.004219658,2
Agric labourers,0.150595486,0.931432247,,0.03453796,3
,0.198169857,0.870000005,,0.004940816,3
,0.277715683,0.829999983,,0.000135089,1
,0.287358314,0.595708251,,0.003825846,2
,0.294976354,0.71259445,,0.000860514,1
Subsistence  farmers,0.295224518,0.870000005,,0.057533674,3
,0.298347086,0.634495437,,0.002639143,2
,0.310611635,0.81151706,,0.000271411,1
,0.324753463,0.743438244,,0.022249909,3
Food preparation assistants,0.372572482,0.823062956,,0.006762429,3
Textile machine operators,0.401631624,0.782700717,,0.005916725,3
Food processing ,0.406565428,0.81529057,,0.011760987,3
Mining and constr labourers,0.409070671,0.826750755,,0.011646821,3
,0.471732497,0.816885293,,0.002677021,2
Cleaning ,0.520869911,0.621055901,,0.004203269,2
Metal processing operators,0.533703923,0.894318819,,0.000867806,1
Cleaners and helpers,0.546098948,0.650214076,,0.031594425,3
,0.572112739,0.580346763,,0.01857953,3
,0.579025805,0.623417318,,0.004059085,2
,0.603426337,0.732469976,,0.048045196,3
Street and market salespersons,0.672094822,0.862176836,,0.037822243,3
,0.762817144,0.846462727,,0.001113553,1
Waiters and bartenders,0.783317268,0.906208336,,0.011698956,3
,0.790982008,0.913350701,,0.011220362,3
,0.794019282,0.746302545,,0.003837667,2
,0.85822767,0.939557672,,0.008045168,3
Transport and storage labourers,0.884420395,0.679822385,,0.006904915,3
Cooks,0.890602887,0.850708365,,0.019505646,3
,0.897729099,0.795399189,,0.010756976,3
Drivers,0.983867407,0.750372946,,0.024294017,3
,1.020362496,0.939999998,,0.00438273,2
,1.034570694,0.677092552,,0.006117256,3
Garment ,1.047405124,0.589241683,,0.051174033,3
,1.049861312,0.791574121,,0.000215896,1
,1.062395215,0.846085429,,0.005467565,3
Assemblers,1.165310979,0.795656264,,0.00221482,2
,1.173610806,0,,0.000725157,1
,1.2051512,0.257121056,,0.000964833,1
,1.213823199,0.759412944,,0.000487914,1
,1.253994584,0.683289051,,0.007721693,3
Machinery mechanics and repairers,1.329632878,0.619331419,,0.011831909,3
,1.451228142,0.885033607,,0.001547292,1
"Hairdressers, beauticians ",1.497740149,0.257738799,,0.016951589,3
,1.578824997,0.824834585,,0.007696437,3
Street and related service workers,1.801871181,0,,0.001945585,1
,1.960486293,0.701476395,,0.002935662,2
Shop salespersons ,1.960976839,0.759471655,,0.061209898,3
,2.034466028,0.912291527,,0.093367353,3
,2.050498009,0.055,,6.04E-05,1
,2.086930513,0.599636376,,0.000544769,1
,2.105270386,0.763069928,,0.001741282,1
,2.157998562,0.527536988,,0.007047218,3
Handicraft workers,2.160315037,0.408498585,,0.007639974,3
,2.208327293,0.844419658,,0.001693299,1
,2.377941608,0.046999998,,0.002813175,2
Electrical installers and repairers,2.397412062,0.274525195,,0.008194134,3
,2.448491335,0,,0.001589631,1
Hotel and restaurant managers,2.630148172,0.072273672,,0.002472381,2
,2.640850782,0.393293291,,0.004100884,2
Protective services workers,2.719546318,0.518291414,,0.021651966,3
Primary school teachers,2.852543116,0.055531573,,0.016407264,3
,2.964284897,0.02,,0.001646579,1
,2.998232603,0.140000001,,0.000303387,1
,3.026956558,0.429570347,,0.001531441,1
,3.027194023,0.472318262,,0.003265656,2
,3.234349251,0.278439432,,0.000238565,1
,3.81085062,0.024438217,,0.003607245,2
Clerks,3.856595039,0.969078004,,0.005644488,3
,3.857696056,0.867572844,,0.000328612,1
,3.862952471,0,,0.003064467,2
,4.062458515,0.0579345,,0.003268642,2
,4.067029476,0.141390204,,0.003904408,2
"Mining, manufacturing and construction supervisors",4.076922894,0.124816924,,0.006694921,3
,4.102221489,0.008528347,,0.004065438,2
,4.26671648,0.835155487,,0.002856306,2
,4.70022583,0.038000003,,0.000269072,1
,4.88926363,0.624875367,,0.002906348,2
Social and religious professionals,4.974878311,0.033794079,,0.003479328,2
,5.032123089,0.01624552,,0.011054435,3
Secondary education teachers,5.125328541,0.0078,,0.015394027,3
,5.22781229,0.788779616,,0.007546693,3
,5.484248161,0.452228338,,0.002255577,2
,5.577815056,0.089978181,,0.00265447,2
,5.589369774,0.259793371,,0.001558035,1
,5.638662338,0.330312878,,0.002013713,1
Retail and wholesale trade managers,5.788985729,0.159999996,,0.007732211,3
,6.026451111,0.360843599,,0.004151305,2
,6.109472275,0.498999655,,0.000541509,1
Medical doctors,6.357607841,0.0042,,0.002229778,2
Administration professionals,6.385901451,0.16511184,,0.004702444,2
Electronics installers and repairers,6.449072361,0.459210038,,0.004113988,2
Tellers,6.455030441,0.845360696,,0.007201856,3
,6.622479439,0,,0.000506933,1
,6.687644005,0.052545462,,0.00087614,1
Business services agents,6.690881252,0.523456275,,0.002287525,2
Sales and purchasing agents and brokers,6.814608097,0.583261013,,0.00207098,2
,6.834929943,0.530887306,,0.001235544,1
,7.01157856,0.960484743,,0.00630931,3
,7.294137955,0.309583843,,0.000222251,1
,7.533223152,0.707316518,,0.011925694,3
"Sales, marketing and development managers",7.605626106,0.015428428,,0.003007275,2
,7.655751705,0.242946237,,0.002493104,2
Legislators,7.66147089,0.12032792,,0.000446854,1
,7.849015713,0.680762172,,0.007692977,3
,7.919158459,0.93279624,,0.001780944,1
Administration managers,8.252651215,0.315117866,,0.004220344,2
Legal professionals,8.445840836,0.064626485,,0.003391675,2
Admin and specialised secretaries,8.7395401,0.473085552,,0.00234092,2
,8.823783875,0.07283368,,0.002061539,1
,8.880971909,0.200460985,,0.004766977,2
,9.105712891,0.098474011,,0.000842345,1
Secretaries (general),9.264518738,0.959999979,,0.004275682,2
,9.388890266,0.599562168,,0.000609244,1
Database and network professionals,9.412705421,0.049193535,,0.001562288,1
,9.435446739,0.036794327,,0.000487216,1
Managing directors and chief executives,9.592671394,0.125316352,,0.004473872,2
"Sales, marketing and public relations professionals",9.731863976,0.349510461,,0.004584676,2
Numerical clerks,10.00604248,0.959608912,,0.003738742,2
,10.09364796,0.259809047,,0.001980037,1
,10.19636536,0.108378336,,0.004529242,2
University and higher education teachers,10.65584755,0.032000002,,0.004261771,2
,10.67010021,0.121980384,,0.000380278,1
,10.87501717,0.844239116,,0.004826292,2
,10.9533596,0.025965014,,0.003034597,2
Finance professionals,11.09151363,0.797680855,,0.008345262,3
,11.32126427,0.516150475,,0.005190601,3
,11.35806465,0.270326197,,0.000463599,1
Information and communications technology service managers,12.16110516,0.035,,0.000715752,1
Software and applications developers and analysts,13.61709976,0.129256025,,0.001969213,1
,,,,,
,,,,,
,,,,,
Median,3.026956558,0.530887306,,,
Average,4.238963228,0.485136778,,,