Table 1.
Name | Definition | N | Mean | SD |
---|---|---|---|---|
[A] Outcome variables: | ||||
[i] Perceived stress and perceived morbidity: | ||||
Stress | “During the last 7 days how often did you feel……?” Negative emotions included: sad, fear, angry, and unhappy Mean of total episodes of negative emotions used. |
607 | 4.35 | 1.33 |
Beda | Person reported being bed-ridden in last 2 weeks=1; zero otherwise. | 612 | 0.21 | 0.41 |
Illa | Person reported having had an illness or symptom of illness in last 2 weeks=1; zero otherwise. | 612 | 0.51 | 0.50 |
[ii] Addiction: | ||||
Addictionb | Principal component factor analysis used to create a Z score for consumption in last seven days of commercial cigarettes and alcoholic beverages. | 657 | 0 | 1 |
[iii] Anthropometric indicators of nutritional status: | ||||
Arm (muscle)c | Age and sex-Z score of arm muscle area based on Frisancho (2008) norms | 611 | −0.62 | 0.87 |
BMId | Body-mass index (weight [kg]/standing height [m2]) | 454 | 23.86 | 2.93 |
[B] Gini coefficients of village inequality (H, M, and L = high, medium, and low visibility): | ||||
Wildlife | Kg of wildlife (wild meat, fish, and birds) eaten by person in last 7 days/# of household residents. Per capita indices computed from household data/household size (H) | 13 | 0.43 | 0.09 |
Meat | Kg of meat from chickens, pigs, cattle, and ducks eaten by person in last 7 days/# of household residents. Per capita indices computed from household data/household size (H) | 13 | 0.57 | 0.14 |
Durablese | Monetary expenditures in physical durable assets in last 7 days (e.g., metal tools, plastic buckets). Per capita indices computed from individual data (M) | 13 | 0.88 | 0.27 |
Luxuries | Monetary expenditures in luxuries in last seven days (e.g., watches, perfume). Per capita indices computed from individual data (M) | 13 | 0.83 | 0.06 |
Plantings | Hectares (ha) planted with main crops last year: manioc, rice, maize, plantains. Per capita indices computed from household data (L) | 13 | 0.36 | 0.06 |
Forest | Hectares (ha) of old-growth and fallow forest cleared for farming last year. Per capita indices computed from household data (L) | 13 | 0.38 | 0.07 |
[C] Control variables:f | ||||
Male | Subject’s sex (male=1; female=0) | 612 | 0.49 | 0.5 |
Education | Maximum school grade attained by subject | 612 | 3.0 | 2.9 |
Age | Subject’s age in years | 612 | 36 | 16 |
Year | Survey year | |||
Count | # of times person was surveyed in panel | 612 | 7.2 | 2.6 |
Notes: We limited the recall period for our measures of expenditures in the panel surveys to seven days for two reasons. First, we piloted several different ways of measuring socioeconomic variables. As is true in other native Amazonian societies (Gordon, 2004; Pica et al., 2004) among the Tsimane’ one finds limited cultural significance for numbers (Piantadosi et al., 2014; Undurraga et al., 2013). Because of Tsimane’ limited use of numbers and thus faulty recall we have found it hard to obtain reliable measures of expenditures, particularly in ordinary goods compared with salient goods. Second, because asking about expenditures and consumption over longer recall periods takes more time, we limited recall to one week in the 9-year panel study.
The variables bed and ill capture different points in the continuum of perceived morbidity, with Bed capturing morbidity that is perceived as so severe that it restricts the person to bed and limits ordinary activities.
We used addiction as a proxy for stress and negative emotions. Previous research suggest that economic inequalities affect mental health, including addiction (Pickett and Wilkinson, 2015), although some have argued that poorer health is rather a consequence of differing lifestyle and habits by socioeconomic status (Costa-Font et al., 2014). We also collected data on consumption of coca leaves and of a traditional home-fermented beverage (chicha), but did not include them as addictive substances. Chewing coca leaves is a highland trait that Tsimane’ have adopted to relieve fatigue, hunger, and thirst when doing strenuous physical work. The consumption of chicha is a traditional form of displaying sociability, takes place at home with guests, and is associated with a festive group spirit and not with drunkenness, as is the consumption of commercial alcoholic beverages, which is often done alone. By construction, addiction has mean=0 and SD=1.
We used calipers to measure mid-arm muscle area following the norms of Frisancho (2008).
We followed Lohman’s protocol to measure standing height and body weight (Lohman et al., 1988), and excluded pregnant and lactating women (Zeng et al., 2013). Unlike other native Amazonian populations, the Tsimane’ show little evidence of increased obesity (Zeng et al., 2013). Previous studies have found a significant association between BMI and wealth inequality (Carson, 2013).
The durable category includes the value of industrial goods acquired in the market, including knives, fishhooks, cutlasses, axes, and cooking pots, rifles, shotguns, fishnets, mosquito nets, radios watches, bicycles, and grinders. In contrast, locally-produced assets included the value of canoes, bows and arrows, cotton bags, grinding platforms, and wooden mortars.
Controls variables also include village-to-town travel time, annual village median of the resources whose inequality we measured, subject’s level of resource k in section [B] (e.g., if regression includes Gini of luxuries, resource=person’s expenditure in luxuries), total number of households in the village each year, and number of annual measures taken from the subject during the nine-years of the panel.