Abstract
This study investigates whether cross-disciplinary academic collocation lists are of equal importance to EAP (English for academic purposes) learners across different disciplines. We target Ackermann and Chen’s (Ackermann, Kirsten & Yu-Hua Chen. 2013. Developing the Academic Collocation List (ACL)–A corpus-driven and expert-judged approach. Journal of English for Academic Purposes 12(4). 235–247) Academic Collocation List (ACL) and conduct a frequency, coverage, and dispersion analysis of its 2,464 pairs in the British Academic Written English (BAWE) corpus. Using BAWE data, we also examine whether university students increase use of academic collocations across years. Generally, our results indicate that cover-all academic collocation lists, like academic word lists, show uneven frequency distributions across disciplines; the ACL covers considerably more word combinations in soft than hard sciences. According to our dispersion analysis, furthermore, an important cause for such skewed distributions is that a substantial part of the ACL (i.e., almost 25 %) is in actuality discipline-specific rather than generic collocations. In terms of collocation development, we do observe steady increases across years. Interestingly, university students throughout levels not only use more academic collocations, but display a stronger tendency to raise the proportion of discipline-specific collocations in writing. This study is novel as it systematically examines distributions and developments of academic collocations, and is pedagogically valuable in that it collects 483 ACL entries which are suitable targets for EAP learning.
Appendix: 483 core ACL collocations and their numbers of occurrences across fields of study in BAWE
Word1 | POSa | Word2 | POS | Freqb in BAWE | Freq in Life Sciences | Freq in Arts & Humanities | Freq in Social Sciences | Freq in Physical Sciences |
---|---|---|---|---|---|---|---|---|
high | adj | level* | noun | 703 | 189 | 62 | 292 | 160 |
play | verb | role* | noun | 616 | 143 | 166 | 237 | 70 |
low* | adj | level* | noun | 280 | 108 | 20 | 96 | 56 |
high | adj | rate* | noun | 270 | 58 | 14 | 144 | 54 |
use | verb | method* | noun | 267 | 98 | 21 | 31 | 117 |
economic* | adj | growth* | noun | 244 | 6 | 12 | 219 | 7 |
wide | adj | range* | noun | 233 | 72 | 44 | 80 | 37 |
high | adj | quality* | noun | 230 | 86 | 14 | 85 | 45 |
provide* | verb | information* | noun | 198 | 55 | 29 | 75 | 39 |
have | verb | access* | noun | 186 | 32 | 43 | 75 | 36 |
significant* | adj | difference* | noun | 172 | 123 | 14 | 21 | 14 |
early | adj | stage | noun | 167 | 46 | 41 | 40 | 40 |
high | adj | value* | noun | 166 | 30 | 5 | 39 | 92 |
social* | adj | responsibility | noun | 157 | 2 | 3 | 150 | 2 |
take into | verb | consideration* | noun | 157 | 39 | 22 | 72 | 24 |
provide* | verb | evidence | noun | 155 | 35 | 55 | 47 | 18 |
local | adj | authority | noun | 151 | 14 | 13 | 38 | 86 |
negative* | adj | effect* | noun | 151 | 55 | 12 | 68 | 16 |
modern* | adj | society* | noun | 132 | 4 | 48 | 76 | 4 |
government | noun | policy* | noun | 126 | 10 | 21 | 85 | 10 |
use | verb | technique* | noun | 122 | 42 | 18 | 17 | 45 |
private | adj | sector | noun | 119 | 6 | 2 | 104 | 7 |
commonly* | adv | used | vpp | 118 | 44 | 14 | 20 | 40 |
provide* | verb | service | noun | 117 | 24 | 3 | 64 | 26 |
social* | adj | interaction* | noun | 116 | 31 | 13 | 69 | 3 |
further | adj | research* | noun | 112 | 59 | 18 | 23 | 12 |
high | adj | degree* | noun | 112 | 14 | 15 | 44 | 39 |
widely* | adv | used | vpp | 106 | 28 | 15 | 28 | 35 |
economic* | adj | policy* | noun | 105 | 2 | 22 | 79 | 2 |
global* | adj | market | noun | 105 | 6 | 9 | 81 | 9 |
local | adj | government | noun | 105 | 22 | 5 | 21 | 57 |
give | verb | information* | noun | 102 | 30 | 22 | 31 | 19 |
local | adj | community | noun | 102 | 16 | 18 | 60 | 8 |
become | verb | apparent* | adj | 101 | 20 | 39 | 26 | 16 |
slightly | adv | different | adj | 100 | 23 | 26 | 11 | 40 |
civil | adj | society* | noun | 100 | 7 | 7 | 84 | 2 |
significant* | adj | effect* | noun | 99 | 56 | 8 | 18 | 17 |
external* | adj | factor* | noun | 96 | 22 | 17 | 50 | 7 |
remain | verb | constant | adj | 96 | 24 | 7 | 17 | 48 |
third | adj | party | noun | 95 | 5 | 2 | 76 | 12 |
relatively* | adv | high | adj | 95 | 27 | 6 | 37 | 25 |
rural | adj | area | noun | 95 | 40 | 12 | 34 | 9 |
use | verb | data* | noun | 95 | 12 | 3 | 27 | 53 |
high | adj | standard* | noun | 94 | 26 | 6 | 47 | 15 |
achieve* | verb | goal | noun | 92 | 10 | 14 | 53 | 15 |
have | verb | consequence* | noun | 90 | 13 | 23 | 42 | 12 |
provide* | verb | insight* | noun | 90 | 18 | 30 | 35 | 7 |
positive* | adj | effect* | noun | 90 | 15 | 9 | 61 | 5 |
disposable | adj | income | noun | 89 | 16 | 3 | 67 | 3 |
closely | adv | related* | vpp | 89 | 35 | 18 | 33 | 3 |
raise | verb | question | noun | 89 | 10 | 29 | 44 | 6 |
relatively* | adv | low* | adj | 88 | 24 | 5 | 32 | 27 |
data* | noun | set | noun | 87 | 23 | 2 | 7 | 55 |
negative* | adj | impact* | noun | 86 | 25 | 4 | 52 | 5 |
draw | verb | attention | noun | 85 | 6 | 50 | 24 | 5 |
provide* | verb | opportunity | noun | 85 | 18 | 21 | 30 | 16 |
independent* | adj | variable | noun | 85 | 28 | 3 | 44 | 10 |
high | adj | concentration | noun | 84 | 62 | 3 | 4 | 15 |
short | adj | period* | noun | 84 | 38 | 12 | 25 | 9 |
cultural | adj | difference* | noun | 84 | 8 | 12 | 61 | 3 |
significant* | adj | change* | noun | 83 | 26 | 18 | 26 | 13 |
human* | adj | activity* | noun | 83 | 18 | 43 | 18 | 4 |
climate | noun | change* | noun | 81 | 34 | 9 | 7 | 31 |
significant* | adj | impact* | noun | 79 | 16 | 5 | 47 | 11 |
key | adj | factor* | noun | 78 | 13 | 11 | 31 | 23 |
draw | verb | conclusion* | noun | 77 | 12 | 22 | 25 | 18 |
previously* | adv | mentioned | vpp | 75 | 25 | 26 | 14 | 10 |
central* | adj | government | noun | 75 | 10 | 8 | 18 | 39 |
meet | verb | requirement* | noun | 74 | 10 | 2 | 24 | 38 |
make | verb | distinction | noun | 73 | 6 | 39 | 25 | 3 |
previous* | adj | study* | noun | 72 | 31 | 6 | 13 | 22 |
urban | adj | area | noun | 72 | 25 | 10 | 22 | 15 |
further | adj | investigation | noun | 71 | 36 | 11 | 9 | 15 |
useful* | adj | tool* | noun | 71 | 14 | 11 | 26 | 20 |
high | adj | frequency | noun | 71 | 14 | 14 | 3 | 40 |
take | verb | responsibility | noun | 70 | 11 | 18 | 36 | 5 |
social* | adj | background | noun | 70 | 52 | 9 | 5 | 4 |
large | adj | proportion* | noun | 69 | 22 | 18 | 19 | 10 |
make | verb | available* | adj | 69 | 14 | 7 | 35 | 13 |
use | verb | approach* | noun | 69 | 18 | 10 | 28 | 13 |
environmental | adj | factor* | noun | 68 | 34 | 10 | 16 | 8 |
external* | adj | environment* | noun | 68 | 31 | 5 | 23 | 9 |
take | verb | role* | noun | 68 | 8 | 19 | 35 | 6 |
competitive | adj | market | noun | 67 | 7 | 3 | 48 | 9 |
national | adj | government | noun | 67 | 8 | 5 | 49 | 5 |
economic* | adj | activity* | noun | 67 | 6 | 15 | 42 | 4 |
environmental | adj | impact* | noun | 67 | 28 | 2 | 13 | 24 |
vast | adj | majority | noun | 66 | 10 | 34 | 8 | 14 |
give | verb | indication | noun | 65 | 14 | 16 | 8 | 27 |
widely* | adv | accepted | vpp | 65 | 13 | 19 | 27 | 6 |
major | adj | problem | noun | 65 | 23 | 6 | 20 | 16 |
address* | verb | issue | noun | 65 | 14 | 16 | 33 | 2 |
main | adj | function* | noun | 64 | 9 | 13 | 8 | 34 |
personal | adj | experience* | noun | 64 | 12 | 26 | 24 | 2 |
provide* | verb | example* | noun | 64 | 3 | 21 | 36 | 4 |
previous* | adj | section* | noun | 64 | 4 | 13 | 27 | 20 |
provide* | verb | support* | noun | 64 | 28 | 11 | 17 | 8 |
natural* | adj | resource* | noun | 63 | 15 | 12 | 30 | 6 |
adverse | adj | effect* | noun | 62 | 28 | 3 | 26 | 5 |
statistical | adj | analysis* | noun | 62 | 30 | 5 | 15 | 12 |
detailed* | adj | analysis* | noun | 62 | 6 | 15 | 25 | 16 |
economic* | adj | benefit* | noun | 61 | 7 | 7 | 45 | 2 |
high | adj | proportion* | noun | 60 | 24 | 11 | 16 | 9 |
normal | adj | distribution* | noun | 60 | 13 | 2 | 14 | 31 |
perform* | verb | task* | noun | 60 | 18 | 5 | 13 | 24 |
show | verb | evidence | noun | 59 | 21 | 15 | 13 | 10 |
little | adj | evidence | noun | 59 | 15 | 26 | 14 | 4 |
have | verb | potential* | noun | 59 | 15 | 9 | 23 | 12 |
significant* | adj | role* | noun | 58 | 6 | 16 | 30 | 6 |
make | verb | contribution* | noun | 58 | 11 | 13 | 26 | 8 |
main | adj | area | noun | 57 | 14 | 13 | 16 | 14 |
pose | verb | threat | noun | 57 | 8 | 13 | 34 | 2 |
main | adj | source* | noun | 57 | 14 | 12 | 11 | 20 |
become | verb | aware | adj | 57 | 11 | 28 | 5 | 13 |
provide* | verb | explanation* | noun | 57 | 7 | 16 | 30 | 4 |
major | adj | factor* | noun | 56 | 20 | 10 | 16 | 10 |
main | adj | factor* | noun | 56 | 12 | 9 | 25 | 10 |
high | adj | percentage | noun | 56 | 32 | 5 | 13 | 6 |
closely | adv | linked* | vpp | 55 | 11 | 12 | 28 | 4 |
general* | adj | trend* | noun | 55 | 13 | 12 | 10 | 20 |
pose | verb | problem | noun | 55 | 10 | 18 | 18 | 9 |
key | adj | issue | noun | 55 | 12 | 9 | 30 | 4 |
technological | adj | advance | noun | 54 | 5 | 13 | 29 | 7 |
positive* | adj | impact* | noun | 54 | 8 | 4 | 39 | 3 |
close | adj | relationship* | noun | 53 | 13 | 5 | 32 | 3 |
integral | adj | part | noun | 53 | 10 | 14 | 22 | 7 |
adopt* | verb | approach* | noun | 53 | 6 | 4 | 41 | 2 |
raise | verb | issue | noun | 52 | 5 | 6 | 37 | 4 |
collect | verb | data* | noun | 52 | 16 | 3 | 26 | 7 |
significantly* | adv | high | adj | 51 | 21 | 4 | 13 | 13 |
readily | adv | available* | adj | 51 | 12 | 7 | 18 | 14 |
slightly | adv | high | adj | 51 | 16 | 2 | 10 | 23 |
conduct* | verb | research* | noun | 51 | 16 | 4 | 28 | 3 |
increasing* | adj | demand* | noun | 50 | 7 | 3 | 25 | 15 |
previous* | adj | experience* | noun | 50 | 11 | 6 | 22 | 11 |
have | verb | limitation* | noun | 49 | 4 | 11 | 23 | 11 |
well | adv | established* | vpp | 49 | 15 | 5 | 15 | 14 |
give | verb | impression | noun | 49 | 12 | 20 | 13 | 4 |
major | adj | difference* | noun | 49 | 11 | 7 | 22 | 9 |
specific* | adj | area | noun | 49 | 11 | 11 | 23 | 4 |
take | verb | approach* | noun | 49 | 7 | 11 | 25 | 6 |
directly* | adv | related* | vpp | 49 | 11 | 7 | 17 | 14 |
recent | adj | study* | noun | 48 | 21 | 9 | 16 | 2 |
purchasing | adj | power | noun | 48 | 9 | 3 | 33 | 3 |
large | adj | quantity | noun | 48 | 16 | 12 | 7 | 13 |
physical | adj | property | noun | 48 | 12 | 11 | 2 | 23 |
huge | adj | amount | noun | 48 | 7 | 15 | 18 | 8 |
considerable | adj | amount | noun | 48 | 10 | 5 | 17 | 16 |
large | adj | range* | noun | 48 | 11 | 4 | 13 | 20 |
raise | verb | awareness | noun | 48 | 15 | 4 | 26 | 3 |
gain | verb | access* | noun | 48 | 4 | 9 | 28 | 7 |
main | adj | focus | noun | 48 | 12 | 16 | 13 | 7 |
vital* | adj | role* | noun | 47 | 11 | 11 | 16 | 9 |
give | verb | insight* | noun | 47 | 13 | 13 | 12 | 9 |
key | adj | role* | noun | 47 | 10 | 10 | 25 | 2 |
make | verb | assumption* | noun | 47 | 5 | 13 | 18 | 11 |
high | adj | score | noun | 47 | 33 | 2 | 6 | 6 |
standard* | adj | error* | noun | 47 | 11 | 2 | 28 | 6 |
generally* | adv | accepted | vpp | 46 | 10 | 10 | 18 | 8 |
perform* | verb | function* | noun | 46 | 8 | 10 | 10 | 18 |
common* | adj | feature* | noun | 46 | 12 | 20 | 8 | 6 |
rely* | verb | heavily | adv | 46 | 9 | 11 | 19 | 7 |
natural* | adj | environment* | noun | 46 | 18 | 16 | 10 | 2 |
major | adj | role* | noun | 45 | 20 | 7 | 13 | 5 |
natural* | adj | world | noun | 45 | 4 | 31 | 5 | 5 |
close | adj | proximity | noun | 45 | 19 | 6 | 10 | 10 |
develop* | verb | theory* | noun | 45 | 17 | 11 | 15 | 2 |
fully | adv | understand | verb | 45 | 11 | 10 | 14 | 10 |
have | verb | tendency* | noun | 45 | 13 | 11 | 14 | 7 |
learning | noun | process* | noun | 45 | 10 | 25 | 8 | 2 |
primary* | adj | care | noun | 44 | 36 | 2 | 4 | 2 |
come into | verb | contact* | noun | 44 | 13 | 19 | 7 | 5 |
make | verb | aware | adj | 44 | 9 | 20 | 12 | 3 |
effective* | adj | communication | noun | 44 | 18 | 5 | 12 | 9 |
lead to | verb | conclusion* | noun | 44 | 8 | 22 | 8 | 6 |
make | verb | statement | noun | 44 | 3 | 21 | 18 | 2 |
similar* | adj | result* | noun | 44 | 13 | 8 | 10 | 13 |
useful* | adj | information* | noun | 44 | 5 | 10 | 11 | 18 |
frequently* | adv | used | vpp | 44 | 5 | 19 | 7 | 13 |
contain* | verb | information* | noun | 44 | 6 | 9 | 6 | 23 |
final | adj | stage | noun | 43 | 13 | 11 | 8 | 11 |
further | adj | analysis* | noun | 43 | 12 | 3 | 9 | 19 |
full | adj | potential* | noun | 42 | 12 | 5 | 21 | 4 |
make | verb | judgement | noun | 42 | 11 | 23 | 4 | 4 |
create | verb | problem | noun | 42 | 4 | 9 | 23 | 6 |
powerful | adj | tool* | noun | 42 | 5 | 6 | 17 | 14 |
great | adj | impact* | noun | 42 | 9 | 14 | 12 | 7 |
positive* | adj | result* | noun | 41 | 11 | 9 | 10 | 11 |
individual* | adj | need* | noun | 41 | 12 | 6 | 20 | 3 |
great | adj | emphasis | noun | 41 | 10 | 18 | 11 | 2 |
easy | adj | access* | noun | 41 | 6 | 8 | 24 | 3 |
develop* | verb | strategy* | noun | 41 | 11 | 2 | 26 | 2 |
face | verb | problem | noun | 41 | 6 | 7 | 21 | 7 |
achieve* | verb | objective* | noun | 41 | 5 | 2 | 21 | 13 |
further | adj | evidence | noun | 41 | 12 | 15 | 8 | 6 |
varying* | adj | degree* | noun | 41 | 10 | 8 | 14 | 9 |
traditional* | adj | method* | noun | 41 | 13 | 4 | 15 | 9 |
significant* | adj | factor* | noun | 40 | 13 | 9 | 11 | 7 |
prove | verb | useful* | adj | 40 | 9 | 10 | 14 | 7 |
major | adj | change* | noun | 40 | 8 | 6 | 20 | 6 |
main | adj | issue | noun | 40 | 13 | 6 | 19 | 2 |
possible | adj | explanation* | noun | 40 | 11 | 8 | 13 | 8 |
previous* | adj | research* | noun | 40 | 17 | 8 | 11 | 4 |
direct* | adj | contact* | noun | 39 | 17 | 3 | 14 | 5 |
vast | adj | amount | noun | 39 | 5 | 15 | 8 | 11 |
basic* | adj | principle* | noun | 39 | 8 | 15 | 9 | 7 |
remain | verb | unchanged | adj | 39 | 12 | 6 | 10 | 11 |
significant* | adj | amount | noun | 39 | 10 | 9 | 6 | 14 |
primary* | adj | source* | noun | 39 | 5 | 23 | 9 | 2 |
local | adj | area | noun | 39 | 15 | 5 | 9 | 10 |
financial | adj | resource* | noun | 39 | 6 | 6 | 22 | 5 |
significant* | adj | increase* | noun | 38 | 13 | 4 | 14 | 7 |
scientific | adj | method* | noun | 38 | 11 | 22 | 2 | 3 |
initial* | adj | stage | noun | 38 | 12 | 10 | 10 | 6 |
strong | adj | evidence | noun | 38 | 9 | 14 | 9 | 6 |
strong | adj | relationship* | noun | 38 | 6 | 3 | 20 | 9 |
similar* | adj | pattern* | noun | 38 | 9 | 14 | 5 | 10 |
individual* | adj | difference* | noun | 38 | 24 | 3 | 9 | 2 |
high | adj | turnover | noun | 37 | 2 | 2 | 25 | 8 |
seem | verb | unlikely | adj | 37 | 7 | 12 | 13 | 5 |
previously* | adv | discussed* | vpp | 37 | 8 | 20 | 4 | 5 |
provide* | verb | source* | noun | 37 | 12 | 8 | 10 | 7 |
particular* | adj | area | noun | 37 | 8 | 11 | 12 | 6 |
certain | adj | aspect* | noun | 37 | 6 | 17 | 10 | 4 |
potential* | adj | problem | noun | 37 | 12 | 2 | 13 | 10 |
key | adj | element* | noun | 37 | 5 | 7 | 20 | 5 |
further | adj | study* | noun | 36 | 11 | 5 | 15 | 5 |
crucial | adj | factor* | noun | 36 | 3 | 10 | 19 | 4 |
alternative* | adj | method* | noun | 36 | 15 | 4 | 4 | 13 |
carry out | verb | task* | noun | 36 | 16 | 7 | 7 | 6 |
critical* | adj | analysis* | noun | 36 | 6 | 5 | 13 | 12 |
next | adj | generation | noun | 36 | 4 | 7 | 14 | 11 |
provide* | verb | access* | noun | 36 | 5 | 5 | 19 | 7 |
financial | adj | support* | noun | 36 | 14 | 7 | 11 | 4 |
facial | adj | expression | noun | 36 | 19 | 9 | 6 | 2 |
complex* | adj | system* | noun | 36 | 4 | 7 | 16 | 9 |
major | adj | part | noun | 35 | 5 | 9 | 16 | 5 |
clear | adj | evidence | noun | 35 | 3 | 12 | 13 | 7 |
increasingly* | adv | important* | adj | 35 | 7 | 4 | 17 | 7 |
become | verb | available* | adj | 35 | 13 | 6 | 5 | 11 |
particularly* | adv | useful* | adj | 35 | 9 | 10 | 8 | 8 |
show | verb | variation* | noun | 35 | 10 | 7 | 2 | 16 |
technological | adj | development* | noun | 35 | 2 | 10 | 19 | 4 |
significant* | adj | improvement* | noun | 35 | 17 | 3 | 11 | 4 |
previous* | adj | work | noun | 35 | 5 | 8 | 9 | 13 |
major | adj | cause | noun | 34 | 16 | 3 | 12 | 3 |
commonly* | adv | known | vpp | 34 | 4 | 10 | 8 | 12 |
well | adv | documented | vpp | 34 | 12 | 10 | 4 | 8 |
naturally | adv | occurring | adj | 34 | 13 | 9 | 7 | 5 |
identify* | verb | problem | noun | 34 | 9 | 5 | 17 | 3 |
major | adj | issue | noun | 34 | 10 | 6 | 14 | 4 |
discuss* | verb | issue | noun | 34 | 4 | 5 | 21 | 4 |
natural* | adj | process* | noun | 33 | 10 | 7 | 7 | 9 |
clearly | adv | defined* | vpp | 33 | 3 | 5 | 13 | 12 |
general* | adj | principle* | noun | 33 | 5 | 7 | 18 | 3 |
main | adj | feature* | noun | 33 | 4 | 8 | 10 | 11 |
key | adj | feature* | noun | 33 | 3 | 12 | 11 | 7 |
establish* | verb | relationship* | noun | 33 | 2 | 7 | 21 | 3 |
fundamental | adj | principle* | noun | 32 | 6 | 4 | 17 | 5 |
change | verb | attitude | noun | 32 | 9 | 6 | 13 | 4 |
seem | verb | appropriate* | adj | 32 | 3 | 7 | 13 | 9 |
use | verb | effectively* | adv | 32 | 4 | 10 | 8 | 10 |
offer | verb | opportunity | noun | 32 | 6 | 5 | 17 | 4 |
limited* | adj | resource* | noun | 32 | 9 | 3 | 17 | 3 |
traditional* | adj | approach* | noun | 32 | 3 | 6 | 21 | 2 |
final | adj | result* | noun | 32 | 4 | 5 | 8 | 15 |
verbal | adj | communication | noun | 31 | 19 | 7 | 3 | 2 |
appropriate* | adj | level* | noun | 31 | 5 | 4 | 11 | 11 |
environmental | adj | concern* | noun | 31 | 9 | 2 | 18 | 2 |
contain* | verb | element* | noun | 31 | 2 | 12 | 7 | 10 |
scientific | adj | research* | noun | 31 | 19 | 2 | 6 | 4 |
strong | adj | correlation | noun | 31 | 11 | 2 | 13 | 5 |
obtain* | verb | information* | noun | 31 | 15 | 3 | 9 | 4 |
empirical | adj | data* | noun | 31 | 3 | 4 | 22 | 2 |
increase* | verb | dramatically | adv | 30 | 4 | 5 | 10 | 11 |
significant* | adj | number | noun | 30 | 6 | 5 | 10 | 9 |
cultural | adj | background | noun | 30 | 3 | 11 | 13 | 3 |
detailed* | adj | information* | noun | 30 | 9 | 4 | 11 | 6 |
vary* | verb | greatly* | adv | 29 | 3 | 11 | 4 | 11 |
certain | adj | circumstance | noun | 29 | 6 | 9 | 11 | 3 |
fundamental | adj | problem | noun | 29 | 2 | 3 | 22 | 2 |
major | adj | concern* | noun | 29 | 5 | 6 | 9 | 9 |
allow | verb | access* | noun | 29 | 7 | 8 | 8 | 6 |
popular | adj | culture | noun | 29 | 4 | 13 | 9 | 3 |
deep | adj | understanding* | noun | 29 | 5 | 9 | 9 | 6 |
highly* | adv | significant* | adj | 29 | 5 | 8 | 13 | 3 |
various* | adj | aspect* | noun | 29 | 8 | 5 | 10 | 6 |
early | adj | work | noun | 29 | 2 | 20 | 5 | 2 |
prior | adj | knowledge* | noun | 29 | 10 | 7 | 5 | 7 |
prime | adj | example* | noun | 28 | 4 | 11 | 11 | 2 |
increasingly* | adv | difficult | adj | 28 | 10 | 5 | 10 | 3 |
primarily* | adv | concerned | vpp | 28 | 3 | 11 | 12 | 2 |
modern* | adj | technology* | noun | 28 | 3 | 2 | 16 | 7 |
positive* | adj | aspect* | noun | 28 | 10 | 7 | 9 | 2 |
fall into | verb | category* | noun | 28 | 8 | 8 | 8 | 4 |
similar* | adj | situation | noun | 28 | 5 | 9 | 11 | 3 |
further | adj | information* | noun | 28 | 8 | 3 | 13 | 4 |
focal | adj | point | noun | 28 | 3 | 8 | 13 | 4 |
relatively* | adv | simple | adj | 28 | 6 | 4 | 4 | 14 |
equally* | adv | important* | adj | 28 | 4 | 10 | 11 | 3 |
first | adj | phase* | noun | 28 | 6 | 13 | 5 | 4 |
close | adj | contact* | noun | 27 | 17 | 3 | 4 | 3 |
prove | verb | successful* | adj | 27 | 2 | 2 | 14 | 9 |
greatly* | adv | increase* | verb | 27 | 13 | 4 | 4 | 6 |
become | verb | involved | adj | 27 | 3 | 7 | 14 | 3 |
essential* | adj | element* | noun | 27 | 7 | 5 | 12 | 3 |
possible | adj | source* | noun | 27 | 4 | 5 | 7 | 11 |
environmental | adj | effect* | noun | 27 | 12 | 3 | 4 | 8 |
valuable* | adj | information* | noun | 27 | 3 | 6 | 9 | 9 |
brief | adj | description* | noun | 27 | 3 | 9 | 5 | 10 |
extremely | adv | useful* | adj | 26 | 4 | 8 | 5 | 9 |
dramatic | adj | change* | noun | 26 | 4 | 8 | 9 | 5 |
close | adj | inspection | noun | 26 | 2 | 13 | 5 | 6 |
grow | verb | rapidly | adv | 26 | 4 | 4 | 12 | 6 |
target | noun | audience | noun | 26 | 2 | 6 | 13 | 5 |
key | adj | area | noun | 26 | 8 | 4 | 12 | 2 |
significant* | adj | part | noun | 26 | 7 | 10 | 7 | 2 |
geographical | adj | location | noun | 26 | 5 | 6 | 13 | 2 |
available* | adj | resource* | noun | 26 | 7 | 6 | 8 | 5 |
conduct* | verb | study* | noun | 26 | 14 | 4 | 6 | 2 |
personal | adj | interest* | noun | 25 | 4 | 5 | 11 | 5 |
substantial* | adj | amount | noun | 25 | 4 | 3 | 13 | 5 |
commit | verb | crime | noun | 25 | 3 | 9 | 11 | 2 |
make | verb | observation* | noun | 25 | 2 | 5 | 12 | 6 |
create | verb | environment* | noun | 25 | 3 | 3 | 16 | 3 |
make | verb | comment | noun | 25 | 6 | 10 | 4 | 5 |
deal | verb | issue | noun | 25 | 7 | 3 | 9 | 6 |
additional* | adj | cost | noun | 25 | 6 | 2 | 12 | 5 |
environmental | adj | change* | noun | 25 | 3 | 11 | 7 | 4 |
key | adj | aspect* | noun | 25 | 5 | 5 | 10 | 5 |
gain | verb | insight* | noun | 25 | 6 | 7 | 10 | 2 |
final | adj | section* | noun | 25 | 2 | 14 | 7 | 2 |
give | verb | overview | noun | 25 | 5 | 4 | 9 | 7 |
internal* | adj | structure* | noun | 25 | 5 | 6 | 5 | 9 |
hierarchical | adj | structure* | noun | 25 | 3 | 7 | 9 | 6 |
make | verb | prediction | noun | 25 | 2 | 7 | 7 | 9 |
small | adj | proportion* | noun | 24 | 8 | 7 | 4 | 5 |
reach | verb | peak | noun | 24 | 5 | 10 | 6 | 3 |
highly* | adv | unlikely | adj | 24 | 2 | 5 | 15 | 2 |
directly* | adv | involved* | vpp | 24 | 4 | 4 | 14 | 2 |
gain | verb | information* | noun | 24 | 6 | 5 | 9 | 4 |
negative* | adj | aspect* | noun | 24 | 3 | 10 | 7 | 4 |
primary* | adj | concern* | noun | 24 | 3 | 6 | 13 | 2 |
main | adj | theme | noun | 24 | 3 | 14 | 5 | 2 |
certain | adj | characteristic* | noun | 24 | 9 | 5 | 7 | 3 |
radical | adj | change* | noun | 24 | 4 | 7 | 9 | 4 |
become | verb | evident* | adj | 24 | 4 | 5 | 11 | 4 |
give | verb | access* | noun | 24 | 4 | 10 | 6 | 4 |
geographical | adj | area | noun | 24 | 6 | 5 | 11 | 2 |
external* | adj | force | noun | 24 | 6 | 5 | 9 | 4 |
effective* | adj | method* | noun | 24 | 8 | 2 | 6 | 8 |
theoretical | adj | approach* | noun | 24 | 2 | 9 | 10 | 3 |
full | adj | range* | noun | 24 | 4 | 10 | 6 | 4 |
identify* | verb | factor* | noun | 23 | 3 | 2 | 15 | 3 |
separate* | adj | entity | noun | 23 | 2 | 7 | 8 | 6 |
vast | adj | number | noun | 23 | 3 | 11 | 2 | 7 |
crucial | adj | part | noun | 23 | 4 | 8 | 8 | 3 |
traditional* | adj | practice* | noun | 23 | 4 | 10 | 7 | 2 |
give | verb | explanation* | noun | 23 | 8 | 6 | 7 | 2 |
diverse | adj | range* | noun | 23 | 8 | 7 | 4 | 4 |
key | adj | concept* | noun | 23 | 4 | 5 | 12 | 2 |
alternative* | adj | way | noun | 23 | 5 | 7 | 8 | 3 |
natural* | adj | disaster | noun | 23 | 5 | 5 | 9 | 4 |
high | adj | probability | noun | 23 | 7 | 4 | 7 | 5 |
potentially* | adv | dangerous | adj | 22 | 5 | 3 | 9 | 5 |
strong | adj | bond | noun | 22 | 2 | 3 | 6 | 11 |
physical | adj | characteristic* | noun | 22 | 2 | 6 | 6 | 8 |
external* | adj | source* | noun | 22 | 8 | 2 | 5 | 7 |
general* | adj | theory* | noun | 22 | 2 | 7 | 8 | 5 |
acquire* | verb | knowledge* | noun | 22 | 3 | 10 | 5 | 4 |
process | verb | information* | noun | 22 | 10 | 4 | 5 | 3 |
high | adj | priority | noun | 22 | 6 | 2 | 10 | 4 |
small | adj | quantity | noun | 21 | 5 | 2 | 4 | 10 |
major | adj | impact* | noun | 21 | 5 | 3 | 9 | 4 |
work | verb | effectively* | adv | 21 | 5 | 2 | 8 | 6 |
continuous* | adj | process* | noun | 21 | 10 | 2 | 4 | 5 |
easily | adv | accessible | adj | 21 | 3 | 5 | 8 | 5 |
large | adj | majority | noun | 21 | 5 | 9 | 3 | 4 |
clearly | adv | visible | adj | 21 | 3 | 4 | 3 | 11 |
economic* | adj | status | noun | 21 | 3 | 9 | 7 | 2 |
provide* | verb | indication | noun | 21 | 3 | 3 | 7 | 8 |
complex* | adj | relationship* | noun | 21 | 3 | 5 | 10 | 3 |
close | adj | look | noun | 21 | 2 | 12 | 5 | 2 |
receive | verb | information* | noun | 21 | 7 | 3 | 4 | 7 |
high | adj | profile | noun | 20 | 2 | 2 | 14 | 2 |
whole | adj | range* | noun | 20 | 5 | 5 | 7 | 3 |
common* | adj | goal | noun | 20 | 2 | 3 | 13 | 2 |
basic* | adj | assumption* | noun | 20 | 3 | 7 | 8 | 2 |
obtain* | verb | data* | noun | 20 | 6 | 4 | 3 | 7 |
additional* | adj | information* | noun | 20 | 3 | 3 | 5 | 9 |
fully | adv | informed* | vpp | 19 | 9 | 2 | 6 | 2 |
dramatic | adj | effect* | noun | 19 | 6 | 5 | 3 | 5 |
external* | adj | influence* | noun | 19 | 3 | 5 | 8 | 3 |
strong | adj | link* | noun | 19 | 5 | 4 | 8 | 2 |
directly* | adv | linked* | vpp | 19 | 2 | 6 | 9 | 2 |
public | adj | perception | noun | 19 | 5 | 4 | 7 | 3 |
specific* | adj | purpose* | noun | 19 | 2 | 8 | 5 | 4 |
brief | adj | overview | noun | 19 | 7 | 5 | 3 | 4 |
typical* | adj | example* | noun | 19 | 3 | 7 | 5 | 4 |
gather | verb | data* | noun | 19 | 5 | 3 | 6 | 5 |
critical* | adj | role* | noun | 18 | 3 | 4 | 8 | 3 |
dramatic | adj | increase* | noun | 18 | 5 | 3 | 8 | 2 |
prominent | adj | feature* | noun | 18 | 2 | 9 | 5 | 2 |
particularly* | adv | significant* | adj | 18 | 2 | 7 | 5 | 4 |
vary* | verb | considerably* | adv | 18 | 2 | 4 | 6 | 6 |
overall* | adj | effect* | noun | 18 | 5 | 6 | 2 | 5 |
common* | adj | theme | noun | 18 | 3 | 9 | 4 | 2 |
highly* | adv | complex* | adj | 18 | 4 | 7 | 5 | 2 |
large | adj | percentage | noun | 18 | 4 | 3 | 5 | 6 |
direct* | adj | link* | noun | 18 | 3 | 6 | 7 | 2 |
structural | adj | feature* | noun | 18 | 5 | 7 | 3 | 3 |
significant* | adj | contribution* | noun | 18 | 2 | 5 | 7 | 4 |
cover | verb | range* | noun | 18 | 4 | 4 | 4 | 6 |
main | adj | component* | noun | 18 | 6 | 2 | 2 | 8 |
relatively* | adv | few | adj | 18 | 5 | 7 | 3 | 3 |
low* | adj | probability | noun | 18 | 3 | 2 | 10 | 3 |
increased* | adj | risk | noun | 17 | 10 | 2 | 3 | 2 |
significant* | adj | proportion* | noun | 17 | 5 | 4 | 6 | 2 |
widely* | adv | available* | adj | 17 | 3 | 3 | 4 | 7 |
ever | adv | changing | adj | 17 | 2 | 4 | 9 | 2 |
slow | adj | process* | noun | 17 | 5 | 3 | 2 | 7 |
fully | adv | developed* | vpp | 17 | 4 | 5 | 5 | 3 |
primary* | adj | function* | noun | 17 | 2 | 7 | 6 | 2 |
rapidly | adv | growing | adj | 17 | 2 | 3 | 7 | 5 |
potential* | adj | source* | noun | 17 | 3 | 3 | 8 | 3 |
actively | adv | involved* | vpp | 17 | 2 | 2 | 11 | 2 |
test* | verb | theory* | noun | 17 | 8 | 2 | 2 | 5 |
extensive | adj | research* | noun | 17 | 5 | 5 | 4 | 3 |
similar* | adj | characteristic* | noun | 17 | 2 | 3 | 10 | 2 |
relatively* | adv | stable* | adj | 17 | 4 | 2 | 6 | 5 |
recent | adj | decade | noun | 17 | 2 | 7 | 6 | 2 |
conduct* | verb | analysis* | noun | 17 | 5 | 4 | 6 | 2 |
public | adj | image* | noun | 16 | 4 | 5 | 5 | 2 |
highly* | adv | influential | adj | 16 | 2 | 7 | 5 | 2 |
normal | adj | condition* | noun | 16 | 8 | 2 | 3 | 3 |
technical | adj | skill | noun | 16 | 2 | 3 | 9 | 2 |
extended | adj | period* | noun | 16 | 5 | 6 | 2 | 3 |
current* | adj | trend* | noun | 16 | 3 | 3 | 5 | 5 |
provide* | verb | overview | noun | 16 | 2 | 5 | 7 | 2 |
greatly* | adv | influenced* | vpp | 15 | 2 | 7 | 4 | 2 |
general* | adj | overview | noun | 15 | 5 | 2 | 3 | 5 |
increasing* | adj | importance* | noun | 15 | 5 | 2 | 6 | 2 |
encounter* | verb | problem | noun | 15 | 4 | 2 | 4 | 5 |
central* | adj | part | noun | 15 | 3 | 7 | 3 | 2 |
complex* | adj | interaction* | noun | 15 | 6 | 5 | 2 | 2 |
manufacturing | adj | sector | noun | 15 | 3 | 2 | 8 | 2 |
limited* | adj | capacity* | noun | 15 | 4 | 3 | 5 | 3 |
major | adj | component* | noun | 14 | 3 | 2 | 4 | 5 |
partly | adv | responsible | adj | 14 | 5 | 4 | 3 | 2 |
well | adv | educated | vpp | 14 | 4 | 4 | 2 | 4 |
cultural | adj | aspect* | noun | 14 | 2 | 8 | 2 | 2 |
small | adj | percentage | noun | 14 | 3 | 3 | 3 | 5 |
evolutionary | adj | process* | noun | 14 | 5 | 2 | 5 | 2 |
highly* | adv | dependent* | adj | 14 | 3 | 4 | 4 | 3 |
research* | noun | topic | noun | 14 | 4 | 2 | 3 | 5 |
increased* | adj | production* | noun | 13 | 4 | 3 | 4 | 2 |
immediately | adv | obvious | adj | 13 | 3 | 4 | 4 | 2 |
virtually | adv | impossible | adj | 13 | 3 | 5 | 3 | 2 |
contribute* | verb | significantly* | adv | 13 | 3 | 2 | 5 | 3 |
become | verb | visible | adj | 13 | 2 | 4 | 5 | 2 |
large | adj | portion | noun | 13 | 2 | 3 | 6 | 2 |
newly | adv | formed* | vpp | 12 | 3 | 4 | 3 | 2 |
highly* | adv | effective* | adj | 12 | 2 | 3 | 4 | 3 |
primary* | adj | aim* | noun | 12 | 3 | 3 | 3 | 3 |
best | adv | described* | vpp | 12 | 3 | 2 | 3 | 4 |
obvious | adj | reason | noun | 12 | 2 | 3 | 5 | 2 |
fundamental | adj | aspect* | noun | 12 | 4 | 3 | 3 | 2 |
advanced | adj | technology* | noun | 12 | 3 | 3 | 4 | 2 |
positive* | adj | feedback | noun | 12 | 3 | 4 | 2 | 3 |
reach | verb | agreement | noun | 12 | 2 | 2 | 6 | 2 |
almost | adv | identical | adj | 12 | 4 | 2 | 2 | 4 |
alternative* | adj | explanation* | noun | 12 | 4 | 2 | 4 | 2 |
dynamic | adj | system* | noun | 12 | 3 | 2 | 2 | 5 |
previously* | adv | described* | vpp | 11 | 2 | 2 | 2 | 5 |
overall* | adj | aim* | noun | 11 | 3 | 2 | 3 | 3 |
primary* | adj | purpose* | noun | 11 | 3 | 2 | 4 | 2 |
brief | adj | history* | noun | 10 | 3 | 2 | 3 | 2 |
small | adj | fraction | noun | 10 | 2 | 3 | 2 | 3 |
substantial* | adj | number | noun | 10 | 2 | 4 | 2 | 2 |
closely | adv | resemble | verb | 10 | 2 | 3 | 3 | 2 |
detailed* | adj | study* | noun | 10 | 3 | 2 | 3 | 2 |
widely* | adv | known | vpp | 10 | 2 | 3 | 3 | 2 |
particular* | adj | focus | noun | 10 | 2 | 2 | 4 | 2 |
-
aPart of speech, bFrequency, *Included in the core set of 427 AVL words identified by Durrant (2016).
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Supplementary Material
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