Table 1. Estimates of stability given by the various methods, converted to relative ranks (from 0.00 = most unstable, to 1.00 = most stable) for easiness of comparison between methods.
ID | Feature | Stability estimates (unstable to stable) | ||||||||
Name | Area | CM | CC | CR | D | P1 | P2 | W | M | |
1 | Consonant inventories | P | 0.21 | 0.41 | 0.11 | 0.01 | 0.36 | 0.56 | 0.10 | 0.02 |
2 | Vowel quality inventories | P | 0.43 | 0.79 | 0.75 | 0.50 | 0.65 | 0.38 | 0.48 | 0.40 |
3 | Consonant-vowel ratio | P | – | – | – | 0.04 | 0.48 | 0.29 | 0.18 | 0.07 |
4 | Voicing in plosives and fricatives | P | 0.75 | 0.55 | 0.44 | 0.22 | 0.22 | 0.49 | 0.24 | 0.15 |
5 | Voicing and gaps in plosive systems | P | 0.68 | 0.82 | 0.88 | – | 0.16 | 0.43 | 0.38 | 0.43 |
6 | Uvular consonants | P | 0.56 | 0.95 | 0.87 | 0.94 | 0.76 | 0.04 | 0.58 | 0.91 |
7 | Glottalized consonants | P | 0.66 | 0.93 | 0.91 | 0.75 | 0.57 | 0.85 | 0.67 | 0.70 |
8 | Lateral consonants | P | 0.55 | 0.85 | 0.58 | 0.46 | 0.39 | 0.80 | 0.46 | 0.49 |
9 | Velar nasals | P | 0.53 | 0.87 | 0.84 | 0.65 | 0.79 | 0.67 | 0.84 | 0.85 |
10 | Vowel nasalization | P | 0.29 | 0.95 | 0.74 | 0.97 | 0.74 | 0.96 | 0.91 | 0.88 |
11 | Front rounded vowels | P | 0.19 | 1.00 | 1.00 | 0.99 | 0.87 | 0.01 | 0.08 | 0.96 |
12 | Syllable structure | P | 0.31 | 0.76 | 0.60 | 0.37 | 0.16 | 0.10 | 0.28 | 0.43 |
13 | Tone | P | 0.46 | 0.92 | 0.90 | 0.90 | 0.29 | 0.56 | 0.75 | 0.69 |
14 | Fixed stress locations | P | 0.24 | 0.17 | 0.06 | – | 0.29 | 0.25 | 0.32 | 0.23 |
15 | Weight-sensitive stress | P | 0.26 | 0.32 | 0.16 | – | 0.48 | 0.35 | 0.13 | 0.12 |
16 | Weight factors in weight-sensitive stress systems | P | 0.14 | 0.20 | 0.02 | – | 0.50 | 0.29 | 0.07 | 0.03 |
17 | Rhythm types | P | 0.21 | 0.06 | 0.28 | – | 0.79 | 0.47 | 0.25 | 0.25 |
18 | Absence of common consonants | P | 0.61 | 0.99 | 0.99 | 1.00 | 0.92 | 0.96 | 0.88 | 0.99 |
19 | Presence of uncommon consonants | P | 0.41 | 0.97 | 0.92 | – | 0.60 | 0.21 | 0.16 | 0.68 |
20 | Fusion of selected inflectional formatives | M | 0.65 | 0.68 | 0.76 | – | 0.04 | 0.47 | 0.50 | 0.56 |
21 | Exponence of selected inflectional formatives | M | 0.87 | 0.39 | 0.54 | – | 0.34 | 0.44 | 0.87 | 0.46 |
22 | Inflectional synthesis of the verb | M | 0.38 | 0.15 | 0.10 | – | 0.39 | 0.35 | 0.09 | 0.01 |
23 | Locus of marking in the clause | M | 0.88 | 0.24 | 0.19 | 0.19 | 0.25 | 0.51 | 0.36 | 0.09 |
24 | Locus of marking in possessive noun phrases | M | 0.71 | 0.36 | 0.17 | 0.34 | 0.08 | 0.38 | 0.33 | 0.06 |
25 | Locus of marking: whole-language typology | M | – | – | – | – | 0.29 | 0.66 | 0.56 | 0.38 |
26 | Prefixing versus suffixing in inflectional morphology | M | 0.90 | 0.34 | 0.22 | – | 0.89 | 0.82 | 0.64 | 0.26 |
27 | Reduplication | M | 0.15 | 0.50 | 0.29 | 0.66 | 0.18 | 0.57 | 0.55 | 0.80 |
28 | Case syncretism | M | 0.78 | 0.77 | 0.59 | – | 0.50 | 0.62 | 0.96 | 0.97 |
29 | Syncretism in verbal person/number marking | M | 0.64 | 0.69 | 0.80 | – | 0.39 | 0.59 | 0.97 | 0.92 |
30 | Number of genders | NC | 0.84 | 0.64 | 0.18 | 0.56 | 0.67 | 0.92 | 0.99 | 0.86 |
31 | Sex-based and non-sex-based gender systems | NC | 0.88 | 0.74 | 0.50 | – | 0.89 | 0.99 | 1.00 | 1.00 |
32 | Systems of gender assignment | NC | 0.84 | 0.72 | 0.27 | – | 0.80 | 0.97 | 0.95 | 0.86 |
33 | Coding of nominal plurality | NC | 0.69 | 0.53 | 0.12 | – | 0.76 | 0.80 | 0.63 | 0.42 |
34 | Occurrence of nominal plurality | NC | 0.25 | 0.11 | 0.15 | – | 0.52 | 0.69 | 0.06 | 0.07 |
35 | Plurality in independent personal pronouns | NC | 0.51 | 0.46 | 0.05 | – | 0.22 | 0.43 | 0.47 | 0.13 |
36 | Associative plural | NC | 0.37 | 0.09 | 0.12 | – | 0.29 | 0.33 | 0.37 | 0.10 |
37 | Definite articles | NC | 0.29 | 0.29 | 0.09 | 0.10 | 0.52 | 0.31 | 0.13 | 0.04 |
38 | Indefinite articles | NC | 0.35 | 0.17 | 0.09 | 0.13 | 0.29 | 0.27 | 0.15 | 0.04 |
39 | Inclusive/exclusive dist. in independent pronouns | NC | 0.56 | 0.89 | 0.85 | – | 0.55 | 0.89 | 0.92 | 0.77 |
40 | Inclusive/exclusive forms for ‘we’ | NC | 0.86 | 0.55 | 0.35 | – | 0.45 | 0.98 | 0.93 | 0.46 |
41 | Distance contrasts in demonstratives | NC | 0.02 | 0.40 | 0.34 | 0.32 | 0.34 | 0.71 | 0.12 | 0.32 |
42 | Pronominal and adnominal demonstratives | NC | 0.05 | 0.32 | 0.48 | 0.63 | 0.76 | 0.59 | 0.78 | 0.83 |
43 | Third-person pronouns and demonstratives | NC | 0.03 | 0.15 | 0.02 | 0.12 | 0.06 | 0.27 | 0.37 | 0.14 |
44 | Gender dist. in independent personal pronouns | NC | 0.64 | 0.91 | 0.74 | 0.49 | 0.80 | 0.88 | 0.76 | 0.74 |
45 | Politeness distinctions in pronouns | NC | 0.49 | 0.69 | 0.53 | 0.31 | 0.06 | 0.01 | 0.11 | 0.57 |
46 | Indefinite pronouns | NC | 0.58 | 0.22 | 0.29 | – | 0.67 | 0.06 | 0.52 | 0.64 |
47 | Intensifiers and reflexive pronouns | NC | 0.12 | 0.35 | 0.62 | – | 0.67 | 0.90 | 0.90 | 0.88 |
48 | Person marking on adpositions | NC | 0.68 | 0.81 | 0.73 | 0.35 | – | – | 0.61 | 0.62 |
49 | Number of cases | NC | 0.97 | 0.24 | 0.08 | 0.03 | 0.29 | 0.51 | 0.60 | 0.09 |
50 | Asymmetrical case marking | NC | 0.94 | 0.45 | 0.32 | 0.09 | 0.21 | 0.59 | 0.73 | 0.34 |
51 | Position of case affixes | NC | 0.95 | 0.53 | 0.56 | – | 0.57 | 0.82 | 0.71 | 0.60 |
52 | Comitatives and instrumentals | NC | 0.51 | 0.24 | 0.40 | – | 0.39 | 0.05 | 0.17 | 0.27 |
53 | Ordinal numerals | NC | 0.47 | 0.12 | 0.03 | 0.07 | 0.25 | 0.40 | 0.60 | 0.12 |
54 | Distributive numerals | NC | 0.16 | 0.02 | 0.20 | – | 0.63 | 0.41 | 0.69 | 0.59 |
55 | Numeral classifiers | NC | 0.04 | 0.43 | 0.57 | 0.84 | 0.73 | 0.23 | 0.59 | 0.87 |
56 | Conjunctions and universal quantifiers | NC | 0.05 | 0.04 | 0.31 | – | 0.18 | 0.12 | 0.35 | 0.18 |
57 | Position of pronominal possessive affixes | NC | 0.62 | 0.39 | 0.24 | 0.54 | 0.98 | 0.87 | 0.86 | 0.62 |
58 | Obligatory possessive inflection | NS | 0.43 | 0.89 | 0.88 | 0.93 | 0.29 | 0.89 | 0.01 | 0.72 |
59 | Possessive classification | NS | 0.59 | 0.65 | 0.40 | 0.76 | 0.73 | 0.86 | 0.02 | 0.08 |
60 | Genitives, adjectives, and relative clauses | NS | 0.22 | 0.05 | 0.60 | – | 0.39 | 0.34 | 0.07 | 0.05 |
61 | Adjectives without nouns | NS | 0.09 | 0.02 | 0.77 | – | 0.45 | 0.27 | 0.82 | 0.22 |
62 | Action nominal constructions | NS | 0.08 | 0.07 | 0.01 | – | 0.63 | 0.21 | 0.65 | 0.17 |
63 | Noun phrase conjunction | NS | 0.59 | 0.19 | 0.89 | – | 0.03 | 0.68 | 0.83 | 0.76 |
64 | Nominal and verbal conjunction | NS | 0.28 | 0.30 | 0.45 | 0.43 | 0.18 | 0.19 | 0.21 | 0.45 |
65 | Perfective/imperfective aspect | VC | 0.41 | 0.57 | 0.66 | 0.68 | 0.11 | 0.35 | 0.54 | 0.70 |
66 | Past tense | VC | 0.83 | 0.35 | 0.39 | 0.47 | 0.86 | 0.72 | 0.79 | 0.58 |
67 | Future tense | VC | 0.74 | 0.57 | 0.71 | 0.59 | 0.48 | 0.18 | 0.34 | 0.59 |
68 | Perfect | VC | 0.72 | 0.47 | 0.65 | 0.18 | 0.04 | 0.14 | 0.25 | 0.22 |
69 | Position of tense-aspect affixes | VC | 0.92 | 0.66 | 0.57 | – | 0.95 | 0.75 | 0.72 | 0.61 |
70 | Morphological imperative | VC | 0.76 | 0.67 | 0.50 | 0.21 | 0.71 | 0.68 | 0.32 | 0.37 |
71 | Prohibitive | VC | 0.18 | 0.43 | 0.07 | – | 0.65 | 0.31 | 0.28 | 0.20 |
72 | Imperative-hortative systems | VC | 0.24 | 0.75 | 0.61 | – | 0.52 | 0.15 | 0.17 | 0.44 |
73 | Optative | VC | 0.11 | 0.98 | 0.95 | 0.96 | 0.81 | 0.14 | 0.90 | 0.96 |
74 | Situational possibility | VC | 0.10 | 0.67 | 0.52 | – | 0.44 | 0.24 | 0.43 | 0.53 |
75 | Epistemic possibility | VC | 0.55 | 0.53 | 0.26 | – | 0.06 | 0.15 | 0.41 | 0.24 |
76 | Overlap b/w situational & epistemic modal marking | VC | 0.33 | 0.38 | 0.33 | 0.28 | 0.25 | 0.03 | 0.04 | 0.11 |
77 | Semantic distinctions of evidentiality | VC | 0.91 | 0.74 | 0.86 | 0.40 | 0.76 | 0.25 | 0.42 | 0.36 |
78 | Coding of evidentiality | VC | 0.91 | 0.61 | 0.70 | – | 0.60 | 0.22 | 0.22 | 0.31 |
79 | Suppletion according to tense and aspect | VC | 0.38 | 0.72 | 0.36 | 0.62 | 0.11 | 0.64 | 0.79 | 0.66 |
80 | Verbal number and suppletion | VC | 0.26 | 0.93 | 0.82 | 0.53 | 0.97 | 1.00 | 0.62 | 0.63 |
81 | Order of subject, object, and verb | WO | 0.98 | 0.41 | 0.46 | – | 0.90 | 0.74 | 0.81 | 0.50 |
82 | Order of subject and verb | WO | 0.85 | 0.96 | 0.96 | 0.79 | 0.95 | 0.74 | 0.53 | 0.90 |
83 | Order of object and verb | WO | 1.00 | 0.84 | 0.98 | 0.74 | 0.99 | 0.56 | 0.94 | 0.84 |
84 | Order of object, oblique, and verb | WO | 0.81 | 0.10 | 0.63 | – | 0.48 | 0.51 | 0.87 | 0.57 |
85 | Order of adposition and noun phrase | WO | 0.99 | 0.84 | 0.98 | 0.57 | 0.96 | 0.78 | 0.97 | 0.93 |
86 | Order of genitive and noun | WO | 0.98 | 0.88 | 0.93 | 0.87 | 0.99 | 0.88 | 0.93 | 0.91 |
87 | Order of adjective and noun | WO | 0.79 | 0.83 | 0.83 | 0.51 | 0.87 | 0.76 | 0.76 | 0.83 |
88 | Order of demonstrative and noun | WO | 0.96 | 0.90 | 0.81 | – | 0.92 | 0.77 | 0.66 | 0.71 |
89 | Order of numeral and noun | WO | 0.79 | 0.79 | 0.68 | 0.71 | 0.82 | 0.91 | 0.85 | 0.89 |
90 | Order of relative clause and noun | WO | 0.57 | 0.50 | 0.53 | – | 0.22 | 0.41 | 0.84 | 0.78 |
91 | Order of degree word and adjective | WO | 0.43 | 0.15 | 0.64 | 0.60 | 0.63 | 0.64 | 0.49 | 0.52 |
92 | Position of polar question particles | WO | 0.17 | 0.26 | 0.13 | 0.06 | 0.67 | 0.33 | 0.29 | 0.21 |
93 | Position of interrogative phrases in content questions | WO | 0.53 | 0.73 | 0.67 | 0.44 | 0.76 | 0.78 | 0.66 | 0.81 |
94 | Order of adverbial subordinator and clause | WO | 0.89 | 0.32 | 0.43 | – | 0.18 | 0.49 | 0.69 | 0.54 |
95 | Relationship between OV/VO and PREP/POST | WO | – | – | – | 0.38 | 0.91 | 0.59 | – | 0.75 |
96 | Relationship between OV/VO and N REL/REL N | WO | – | – | – | 0.25 | 0.34 | 0.38 | – | 0.67 |
97 | Relationship between OV/VO and ADJ-N/N-ADJ | WO | – | – | – | 0.15 | 0.70 | 0.65 | – | 0.54 |
98 | Alignment of case marking of full noun phrases | SC | 0.95 | 0.61 | 0.36 | – | 0.84 | 0.69 | 0.71 | 0.39 |
99 | Alignment of case marking of pronouns | SC | 0.83 | 0.48 | 0.37 | – | 0.44 | 0.76 | 0.78 | 0.29 |
100 | Alignment of verbal person marking | SC | 0.74 | 0.63 | 0.33 | – | 0.57 | 0.83 | 0.51 | 0.41 |
101 | Expression of pronominal subjects | SC | 0.78 | 0.50 | 0.14 | – | 0.69 | 0.54 | 0.43 | 0.41 |
102 | Verbal person marking | SC | 0.93 | 0.71 | 0.81 | 0.24 | 0.21 | 0.19 | 0.19 | 0.28 |
103 | Third-person zero of verbal person marking | SC | 0.81 | 0.61 | 0.55 | – | 0.36 | 0.49 | 0.31 | 0.20 |
104 | Order of person markers on the verb | SC | 0.70 | 0.61 | 0.47 | 0.16 | 0.71 | 0.46 | 0.57 | 0.38 |
105 | Ditransitive constructions: the verb ‘give’ | SC | 0.31 | 0.32 | 0.16 | – | 0.93 | 0.85 | 0.19 | 0.14 |
106 | Reciprocal constructions | SC | 0.48 | 0.15 | 0.25 | – | 0.11 | 0.56 | 0.22 | 0.30 |
107 | Passive constructions | SC | 0.20 | 0.97 | 0.97 | 0.69 | 0.82 | 0.81 | 0.39 | 0.82 |
108 | Antipassive constructions | SC | 0.37 | 0.86 | 0.49 | 0.82 | 0.13 | 0.65 | 0.23 | 0.47 |
109 | Applicative constructions | SC | 0.40 | 0.50 | 0.23 | 0.26 | 0.16 | 0.71 | 0.54 | 0.30 |
110 | Periphrastic causative constructions | SC | 0.13 | 0.09 | 0.64 | – | 0.11 | 0.44 | 0.10 | 0.33 |
111 | Nonperiphrastic causative constructions | SC | 0.20 | 0.91 | 0.47 | – | 0.29 | 0.84 | 0.74 | 0.80 |
112 | Negative morphemes | SC | 0.77 | 0.54 | 0.22 | – | 0.84 | 0.41 | 0.34 | 0.36 |
113 | Symmetric and asymmetric standard negation | SC | 0.60 | 0.78 | 0.78 | 0.29 | 0.39 | 0.61 | 0.27 | 0.17 |
114 | Subtypes of asymmetric standard negation | SC | 0.46 | 0.45 | 0.05 | – | 0.39 | 0.53 | 0.45 | 0.16 |
115 | Negative indefinite pronouns and predicate negation | SC | 0.40 | 0.28 | 0.94 | – | 0.08 | 0.11 | 0.03 | 0.73 |
116 | Polar questions | SC | 0.73 | 0.65 | 0.43 | – | 0.48 | 0.23 | 0.29 | 0.51 |
117 | Predicative possession | SC | 0.17 | 0.04 | 0.04 | – | 0.71 | 0.62 | 0.51 | 0.28 |
118 | Predicative adjectives | SC | 0.66 | 0.29 | 0.30 | 0.72 | 0.96 | 0.94 | 0.99 | 0.95 |
119 | Nominal and locational predication | SC | 0.63 | 0.59 | 0.79 | 0.91 | 0.91 | 0.94 | 0.98 | 0.99 |
120 | Zero copula for predicate nominals | SC | 0.30 | 0.57 | 0.71 | 0.85 | 0.88 | 0.10 | 0.40 | 0.79 |
121 | Comparative constructions | SC | 0.52 | 0.01 | 0.67 | – | 0.02 | 0.15 | 0.89 | 0.72 |
122 | Relativization on subjects | CS | 0.33 | 0.38 | 0.72 | – | 0.57 | 0.11 | 0.68 | 0.93 |
123 | Relativization on obliques | CS | 0.09 | 0.07 | 0.42 | – | 0.29 | 0.07 | 0.57 | 0.35 |
124 | want complement clauses | CS | 0.13 | 0.13 | 0.21 | – | 0.57 | 0.73 | 0.40 | 0.33 |
125 | Purpose clauses | CS | 0.35 | 0.21 | 0.41 | – | 0.16 | 0.49 | 0.75 | 0.49 |
126 | when clauses | CS | 0.70 | 0.24 | 0.26 | 0.41 | 0.63 | 0.37 | 0.46 | 0.48 |
127 | Reason clauses | CS | 0.45 | 0.28 | 0.38 | – | 0.13 | 0.10 | 0.70 | 0.64 |
128 | Utterance complement clauses | CS | 0.07 | 0.26 | 0.51 | – | 0.55 | 0.17 | 0.04 | 0.55 |
129 | ‘hand’ and ‘arm’ | L | 0.02 | 0.12 | 0.69 | 0.78 | 0.43 | 0.04 | 0.63 | 0.65 |
130 | ‘finger’ and ‘hand’ | L | 0.01 | 0.20 | 0.95 | – | 0.34 | 0.93 | 0.49 | 0.94 |
131 | Numeral bases | L | 0.49 | 0.47 | 0.19 | – | 0.54 | 0.93 | 0.26 | 0.25 |
132 | Number of nonderived basic colour categories | L | – | – | – | – | 0.06 | 0.29 | 0.14 | 0.19 |
133 | Number of basic colour categories | L | – | – | – | – | 0.11 | 0.18 | 0.05 | 0.01 |
134 | ‘green’ and ‘blue’ | L | – | – | – | – | 0.39 | 0.08 | 0.44 | 0.51 |
135 | ‘red’ and ‘yellow’ | L | – | – | – | – | 0.60 | – | 0.01 | 0.78 |
136 | M-T pronouns | L | 0.27 | 0.77 | 0.91 | 0.81 | 1.00 | 0.99 | 0.20 | 0.98 |
137 | N-M pronouns | L | 0.06 | 0.81 | 0.77 | 0.88 | 0.84 | – | 0.81 | 0.75 |
138 | Etymology of ‘tea’ | L | 0.33 | 0.02 | 0.84 | – | 0.01 | 0.07 | – | 0.67 |
139 | Irregular Negatives in Sign Languages | SL | – | – | – | – | – | – | – | – |
140 | Question Particles in Sign Languages | SL | – | – | – | – | – | – | – | – |
141 | Writing Systems | O | – | – | – | – | – | – | – | – |
142 | Paralinguistic usages of clicks | O | – | – | – | – | 0.01 | 0.02 | – | – |
ID and Name are as in WALS [39]. D is [35]’s , and are [58]’s “all families” and “accepted families only”, W is [59]’s “metric C”, CM, CC and CR are [43]’s “Mantel”, “Coherence” and “Rank” methods, M represents estimates of Maslova’s stability (as implemented by us). We used -D and -CR to ensure that all estimates have the same directionality. The WALS Area is given as Phonology, Morphology, Nominal Categories, Nominal Syntax, Verbal Categories, Word Order, Simple Clauses, Complex Sentences, Lexicon, Sign Languages and Other. See text for details.