Table 5

Forced labour dimensions by demographics, migration history and potential associated exposures, n(%), n=140

Unfree recruitment (n=62)Work/life duress (n=99)Impossibility to leave (n=19)Forced labour (n=102)
PR* (95% CI)p ValuePR* (95% CI)p ValuePR* (95% CI)p ValuePR* (95% CI)p Value
Age groups (at departure of most recent migration)
 <25 (n=58)24 (41.4)Ref39 (67.2)Ref9 (15.5)Ref40 (69.0)Ref
 25–34 (n=57)27 (47.4)1.14 (0.76 to 1.73)0.52044 (77.2)1.15 (0.91 to 1.44)0.2387 (12.3)0.79 (0.32 to 1.99)0.61945 (79.0)1.14 (0.92 to 1.43)0.227
 ≥35 (n=20)7 (35.0)0.85 (0.43 to 1.66)0.62611 (55.0)0.82 (0.53 to 1.27)0.3672 (10.0)0.64 (0.15 to 2.75)0.55312 (60.0)0.87 (0.58 to 1.30)0.494
 p Value0.5980.1550.835 0.218
 Median (IQR)26 (21–30)26 (21–31)24.5 (20–32)26 (21–31)
Caste/ethnicity
 Brahman/Chhetree (n=67)31 (46.3)Ref48 (71.6)Ref7 (10.5)Ref49 (73.1)Ref
 Newar (n=26)12 (46.2)1.00 (0.61 to 1.63)0.99218 (69.2)0.97 (0.72 to 1.30)0.8222 (7.7)0.74 (0.16 to 3.33)0.69119 (73.1)1.00 (0.76 to 1.32)0.996
 Janajati (n=41)14 (34.2)0.74 (0.45 to 1.22)0.23328 (68.3)0.95 (0.74 to 1.23)0.7169 (22.0)2.10 (0.84 to 5.23)0.11029 (70.7)0.97 (0.76 to 1.24)0.790
 p Value0.4270.9280.170 0.960
Highest level of education attended
 None/informal/primary (n=41)16 (39.0)Ref32 (78.1)Ref3 (7.3)Ref32 (78.1)Ref
 Secondary (n=69)34 (49.3)1.26 (0.80 to 1.99)0.31346 (66.7)0.85 (0.68 to 1.08)0.80715 (21.7)2.97 (0.91 to 9.69)0.07149 (71.0)0.91 (0.73 to 1.14)0.405
 Higher secondary/vocational/tertiary (n=30)12 (40.0)1.03 (0.57 to 1.84)0.93421 (70.0)0.90 (0.67 to 1.19)0.4561 (3.3)0.46 (0.05 to 4.20)0.48821 (70.0)0.90 (0.67 to 1.19)0.456
 p Value0.5020.445 0.028 0.670
Number of previous labour migrations
 Once (n=86)40 (46.5)Ref64 (74.4)Ref12 (14.0)Ref66 (76.7)Ref
 More than once (n=54)22 (40.7)0.88 (0.59 to 1.30)0.51135 (64.8)0.87 (0.69 to 1.10)0.2457 (13.0)0.93 (0.39 to 2.22)0.86836 (66.7)0.87 (0.70 to 1.09)0.215
 p Value0.5030.2240.8680.192
Most recent migration destination
 Malaysia (n=63)31 (49.2)Ref46 (73.0)Ref7 (11.1)Ref47 (74.6)Ref
 GCC countries§ (n=52)27 (51.9)1.06 (0.73 to 1.52) 0.77240 (76.9)1.05 (0.85 to 1.30)0.6308 (15.4)1.38 (0.54 to 3.58)0.50241 (78.9)1.06 (0.86 to 1.29)0.592
 p Value0.7720.6310.583 0.593
Most recent migration work
 Construction worker (n=13)8 (61.5)1.23 (0.74 to 2.04)0.4239 (69.2)0.89 (0.60 to 1.32)0.5593 (23.1)1.56 (0.48 to 5.10)0.4649 (69.2)0.89 (0.60 to 1.32)0.556
 Factory worker (n=54)27 (50.0)Ref42 (77.8)Ref8 (14.8)Ref42 (77.8)Ref
 Kitchen/food-related work (n=11)3 (27.3)0.55 (0.20 to 1.49)0.2378 (72.7)0.94 (0.63 to 1.38)0.73608 (72.7)0.94 (0.63 to 1.38)0.736
 Security (n=8)4 (50.0)1.00 (0.47 to 2.11)16 (75.0)0.96 (0.63 to 1.48)0.4423 (37.5)2.53 (0.84 to 7.63)0.0996 (75.0)0.96 (0.63 to 1.48)0.867
 General labourer/porter (n=13)4 (30.8)0.62 (0.26 to 1.46)0.2698 (61.5)0.79 (0.50 to 1.25)0.3121 (7.7)0.52 (0.07 to 3.82)0.52010 (76.9)0.99 (0.71 to 1.38)0.948
 Supervisor, skilled, professional (n=19)7 (36.8)0.74 (0.39 to 1.41)0.35615 (79.0)1.02 (0.77 to 1.33)0.9151 (5.3)0.36 (0.05 to 2.68)0.31515 (79.0)1.02 (0.77 to 1.33)0.915
 Other (n=22)9 (40.9)0.82 (0.46 to 1.45)0.49111 (50.0)0.64 (0.41 to 1.00) 0.051 3 (13.6)0.92 (0.27 to 3.17)0.89512 (54.6)0.70 (0.47 to 1.06)0.089
 p Value0.543 0.323 0.251 0.573
Duration of most recent labour migration
 <1 year (n=13)4 (30.8)Ref7 (53.9)Ref3 (23.1)Ref7 (53.9)Ref
 1–3 years (n=53)26 (49.1)1.59 (0.67 to 3.78)0.29039 (73.6)1.37 (0.80 to 2.32)0.24911 (20.8)0.90 (0.29 to 2.78)0.85440 (75.5)1.40 (0.83 to 2.38)0.210
 >3 years (n=68)28 (41.2)1.34 (0.56 to 3.18)0.51047 (69.1)1.28 (0.76 to 2.18)0.3564 (5.9)0.25 (0.06 to 1.01) 0.052 49 (70.1)1.34 (0.79 to 2.27)0.278
 p Value0.456 0.383 0.021 0.299
When returned from most recent labour migration
 Within past 12 months (n=35)18 (51.4)Ref26 (74.3)Ref3 (8.6)Ref27 (77.1)Ref
 1–5 years (n=69)30 (43.5)0.85 (0.55 to 1.29)0.43448 (69.6)0.94 (0.73 to 1.20)0.60810 (14.5)1.69 (0.49 to 5.78)0.40249 (71.0)0.92 (0.73 to 1.17)0.492
 5–10 years (n=34)14 (41.2)0.80 (0.48 to 1.34)0.39924 (70.6)0.95 (0.71 to 1.27)0.7326 (17.7)2.06 (0.56 to 7.61)0.27625 (73.5)0.95 (0.73 to 1.25)0.729
 p Value0.6540.8800.554 0.800
Debt for labour migration (not taken from agent/employer)
 No (n=40)12 (30.0)Ref25 (62.5)Ref5 (12.5)Ref25 (62.5)Ref
 Yes (n=100)50 (50.0)1.67 (1.00 to 2.79) 0.052 74 (74.0)1.18 (0.91 to 1.55)0.21614 (14.0)1.12 (0.43 to 2.91)0.81677 (77.0)1.23 (0.95 to 1.60)0.121
 p Value 0.031 0.1770.8150.081
Have contact with migrants or contact details of migrants or organisations
 No (n=49)21 (42.9)Ref36 (73.5)Ref7 (14.3)Ref36 (73.5)Ref
 Yes (n=91)41 (45.1)1.05 (0.71 to 1.56)0.80563 (69.2)0.94 (0.76 to 1.17)0.59312 (13.2)0.92 (0.39 to 2.20)0.85766 (72.5)0.99 (0.80 to 1.22)0.905
 p Value0.8030.5990.8560.905
Attended trainings before leaving Nepal
 No (n=127)55 (43.3)Ref87 (68.5)Ref17 (13.4)Ref90 (70.9)Ref
 Yes (n=13)7 (53.9)1.24 (0.72 to 2.14)0.43212 (92.3)1.35 (1.11 to 1.64) 0.003 2 (15.4)1.15 (0.30 to 4.45)0.84012 (92.3)1.30 (1.07 to 1.58) 0.007
 p Value0.562 0.108 0.690 0.186
Aware that migrants are sometimes deceived
 No (n=27)6 (22.2)Ref21 (77.8)Ref4 (14.8)Ref22 (81.5)Ref
 Yes (n=113)56 (49.6)2.23 (1.07 to 4.64) 0.032 78 (69.0)0.89 (0.70 to 1.13)0.32415 (13.3)0.90 (0.32 to 2.49)0.83380 (70.8)0.87 (0.70 to 1.08)0.202
 p Value 0.010 0.3690.763 0.262
  • *PR, prevalence ratios.

  • †Fisher's exact test.

  • ‡Destinations exclude India (n=20) and others (n=5).

  • §Gulf Cooperation Council countries: Qatar, Saudi Arabia, United Arab Emirates, Kuwait, Oman, Bahrain.