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Table 2 Weighted proportions and marginal effects of determinants of single and multiple NCD morbidity, adults aged 50+, China (2008–2010) and Ghana (2008–2009), SAGE Wave

From: Measurement and decomposition of socioeconomic inequality in single and multimorbidity in older adults in China and Ghana: results from the WHO study on global AGEing and adult health (SAGE)

Determinants

China

Ghana

Single Morbidity

Multimorbidity

Single Morbidity

Multimorbidity

Weighted Proportion

Marginal Effect

Weighted Proportion

Marginal Effect

Weighted Proportion

Marginal Effect

Weighted Proportion

Marginal Effect

Sex

 Male

 

Base

 

Base

 

Base

 

Base

 Female

0.488

0.0018

0.517

0.0479

0.444

0.0396

0.480

0.0766*

Age

 50-59

 

Base

 

Base

 

Base

 

Base

 60-69

0.304

0.0881***

0.322

0.2145***

0.269

0.0408

0.275

0.0732*

 70-79

0.152

0.1279***

0.199

0.3076***

0.215

0.0524

0.230

0.0793*

 80+

0.033

0.1755***

0.043

0.3577***

0.086

0.0190

0.107

0.0998*

Residence

 Urban

 

Base

 

Base

 

Base

 

Base

 Rural

0.555

0.0787***

0.501

0.0385

0.607

−0.0423

0.611

−0.0349

Marital Status

 Married/Cohabit

 

Base

 

Base

 

Base

 

Base

 Unmarried

0.011

0.0330

0.009

−0.0120

0.013

−0.2216*

0.016

−0.1001

 Widow/separated

0.123

0.0486**

0.136

0.0297

0.355

0.0483

0.405

0.1201***

Educational level

 No school

 

Base

 

Base

 

Base

 

Base

  < 6 years

0.199

−0.0017

0.186

−0.0036

0.101

0.0581

0.103

0.0558

 Primary

0.220

−0.0175

0.216

−0.0187

0.121

0.0070

0.102

−0.0769

 Secondary

0.206

0.0074

0.197

0.0103

0.042

−0.0138

0.040

−0.0580

 High School

0.123

−0.0755**

0.128

−0.0688*

0.175

0.0528

0.162

0.0584

 University/College

0.039

−0.0647*

0.044

−0.0501

0.040

0.0364

0.032

−0.0260

Wealth

 Q5 richest

 

Base

 

Base

 

Base

 

Base

 Q4

0.238

0.0180

0.232

0.0727***

0.203

−0.0151

0.211

0.0066

 Q3

0.200

−0.0186

0.212

0.0685**

0.198

−0.0072

0.209

0.0251

 Q2

0.181

−0.0113

0.193

0.0887**

0.187

−0.0445

0.206

−0.0279

 Q1 poorest

0.162

0.0283

0.157

0.0978***

0.199

−0.0221

0.181

−0.1131*

Work Status

 Never Worked

 

Base

 

Base

 

Base

 

Base

 Currently working

0.488

0.0243

0.424

0.0174

0.737

−0.0255

0.680

0.1649

 Currently not working

0.435

0.0605*

0.497

0.0957***

0.244

0.0013

0.306

0.3074**

Body Mass Index

 Underweight

 

Base

 

Base

 

Base

 

Base

 Normal

0.629

0.1541***

0.615

0.1765***

0.567

0.0528

0.564

0.0742*

 Overweight

0.280

0.2967***

0.280

0.3771***

0.188

0.1800***

0.182

0.2469***

 Obese

0.046

0.3582***

0.059

0.5082***

0.089

0.2164***

0.092

0.3181***

Physical Activity

 High

 

Base

 

Base

 

Base

 

Base

 Moderate

0.261

0.0090

0.276

0.0498**

0.123

−0.0196

0.122

−0.0436

 Low

0.249

0.0022

0.287

0.0804***

0.232

−0.0153

0.249

−0.0373

Smoking

 Non Smoker

 

Base

 

Base

 

Base

 

Base

 Former Smoker

0.059

−0.0023

0.069

0.0913**

0.141

0.0582*

0.136

0.0886*

 Current Smoker

0.026

−0.0801**

0.027

−0.0552

0.025

−0.0128

0.027

0.0450

 Current Daily

0.296

−0.0427*

0.266

−0.0491

0.087

−0.0623

0.091

−0.0569

Alcohol Drinking

 No

 

Base

 

Base

 

Base

 

Base

 Yes

0.356

0.0437**

0.330

0.0465*

0.593

0.0058

0.579

−0.0144

Fruit/Veg Intake

 Adequate

 

Base

 

Base

 

Base

 

Base

 Inadequate

0.097

−0.0328

0.110

0.0053

0.655

−0.0694**

0.737

0.1063***

  1. Marginal effects that differ significantly from zero (at p ≤ 0.05) are in bold typeface, * p ≤ 0.05, ** p ≤ 0.01, *** p ≤ 0.001