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Birth weight and fetal growth in infants born to female hairdressers and their sisters
  1. A Axmon,
  2. L Rylander
  1. Division of Occupational and Environmental Medicine, Lund University, University Hospital, SE-221 85 Lund, Sweden
  1. Dr Anna Axmon, Division of Occupational and Environmental Medicine, Department of Laboratory Medicine, Lund University, University Hospital, SE-221 85 Lund, Sweden; anna.axmon{at}


Objectives: To investigate birth weight and fetal growth in female hairdressers, while controlling for intergenerational effects and effects related to childhood exposures.

Methods: A cohort of women who had attended vocational schools for hairdressers were compared to their sisters with respect to birth weight and fetal growth (measured as small for gestational age (SGA) or large for gestational age (LGA), respectively) in their infants. In total, 6223 infants born to 3137 hairdressers and 8388 infants born to 3952 hairdressers’ sisters were studied.

Results: Among the infants born to the hairdressers’ sisters, the distribution of birth weights were wider than that among the infants born to the hairdressers. This was also reflected in that hairdresser cohort affiliation tended to be protective against both SGA (odds ratio 0.80; 95% confidence interval 0.49 to 1.31) and LGA (0.77; 0.54 to 1.09). For LGA, this effect was even more pronounced among women who had actually worked as hairdressers during at least one pregnancy (0.60; 0.39 to 0.92). The infants born to these women also had a significantly lower mean birth weight (3387 g vs 3419 g; p = 0.033).

Conclusions: The results from the present study suggest that infants born to hairdressers have a decreased risk of being LGA. This is most likely not caused by a shift in birth weight distribution or abnormal glucose metabolism.

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In Sweden, a large majority (about 80%) of hairdressers are women.1 2 Moreover, among women employed as hairdressers, the mean age is relatively low (36 years),2 implying that a large percentage are of reproductive age. To work as a hairdresser generally involves daily exposure to a line of chemicals,3 4 some of which have been found to be hazardous to reproductive health in both animals and humans. These include, but are not restricted to, organic solvents,5 6 nitrosamines7 and phthalates.810 However, chemical exposure is not the only aspect of hairdresser work that may be unsafe. A large number of Swedish female hairdressers are self-employed,11 12 which is frequently associated with working more hours than are considered full time. Long working hours have been suggested to place both the pregnancy and fetus at risk,1315 as has prolonged standing,1317 another factor associated with working as a hairdresser.

Cohort studies focusing on female hairdressers have indicated small or non-existent effects on fertility, measured as time to pregnancy11 and subfecundity.18 19 However, the fetus seems to be more vulnerable than the mother, as indicated by increased risks of undesired pregnancy outcomes, such as low birth weight (LBW; <2500 g),1921 intrauterine growth retardation (measured as small for gestational age; SGA)20 21 and congenital malformations.19 20 Nevertheless, when studying reproductive health in occupational cohorts, it cannot be ruled out that at least part of the effect is caused by genetic factors, or related to childhood exposures. For instance, intergenerational effects have been found for birth weight,2224 fetal growth2527 and preterm birth.26 Examples of the influence of the woman’s childhood environment include associations between her social class during childhood and the birth weight of her children,28 as well as exposure to persistent organochlorine compounds in utero and during childhood and the subsequent birth weight of children of the next generation.29

In Sweden, hairdresser training is organised by vocational schools that may be attended after finishing the obligatory first nine school years. Traditionally, hairdresser education has been much sought after, and consequently a high average grade has been required to be admitted to these schools. Indeed, at many schools future hairdressers have traditionally had to have higher grades than students applying to study medicine or law. Thus, Swedish hairdressers constitute an occupational group that is not comparable to any other, with students with high elementary school grades, but no academic studies. Consequently, proper comparison groups for epidemiological studies are hard to find.

In the present study, we compared birth weight among infants born to female hairdressers to that of infants born to hairdressers’ sisters, thus controlling for potential effects of genetics and childhood environment.


Study cohorts and data collection

In 1996, a cohort of women who had graduated from any of the 29 Swedish vocational schools for hairdressers between 1970 and 1995, and who were born in 1946 or later, was established.30 In total, the cohort comprised 7202 women with a median age of 31 years in 1996. To identify the parents, and subsequently the sisters, of the hairdressers, the cohort was matched to registers at the National Tax Board of Sweden.

The registers at the National Tax Board have been computerised since 1991. In these registers, all Swedish citizens are identified by a unique 10-digit personal identification code, which also provides information on the individual’s date of birth and gender. Moreover, for each individual, information is available on the personal identification code of both parents, as well as that of the children of the individual. Thus, by using a person’s personal identification code, his/her parents may be identified, and subsequently via the parents’ personal identification codes, the siblings and half-siblings of the index person. However, identification of siblings may be done allowing for a few exceptions. First, if the index person has immigrated to Sweden without his/her parents, information on the parents is obviously not recorded at the National Tax Board. Second, when registers were computerised in 1991, information was not added on persons no longer residing in Sweden. Moreover, in 2006, the registers were purged in the sense that the link between parent and child was deleted for individuals who were deceased or emigrated as of November 2005. Therefore, siblings may not be identified to index people whose parents were dead or had emigrated as of that date. By using the registers at the National Tax Board, both parents were identified and alive as of November 2005 for 4407 (61%) hairdressers, and such information was available regarding only one parent for 1944 women (27%; 434 fathers and 1510 mothers) (fig 1).

Figure 1 Inclusion of Swedish female hairdressers and their sisters into a study regarding occupational exposure and infant birth weight. *Where both parents were identified for 4407 hairdressers, only the mother for 1510 hairdressers, and only the father for 434 hairdressers. †Two or more children of the same woman were assigned the same parity.

A second linkage was then performed to identify the children of the hairdressers’ mothers and hairdressers’ fathers—that is, the siblings and half-siblings of the hairdressers. Hairdressers without a sister were excluded, as were those whose sister was also a hairdresser (fig 1). For those hairdressers where information was available on both parents, there were no half-sisters (that is, only one parent in common). In order to obtain information on the pregnancy outcome among the hairdressers and their sisters, the cohort was linked to the Medical Birth Registry (MBR).

The MBR is based on copies of record forms for maternity healthcare, the delivery and the paediatric examination of the newborn, and includes almost every infant born in Sweden since 1973.31 From the MBR, information is available on infant-related variables, such as birth weight and height, and indicators suggesting that the intrauterine growth of the infant deviates from the standard (measured as SGA and large for gestational age (LGA)32). However, some variables, such as maternal smoking in early pregnancy and maternal occupation, were not included until 1982. Moreover, factors relating to the mother, such as her pre-pregnancy height and weight, are also included. For ethical reasons, information retrieved from the MBR and used in epidemiological studies may not be known in such a way that single individuals may be identified. Thus, each sibling group was given an identifying number, and each child in each sibling group was identified as either a hairdresser infant or a sister infant. As a result, if a hairdresser had two sisters who were twins, their children could not be ascribed to the correct mother. Thus, these were excluded from the analyses (78 women). However, of the 39 hairdressers whose sisters were twins, 22 had at least one more sister and were therefore included in the analyses.

In all, 6568 infants born to 3205 hairdressers and 8782 infants born to 4018 hairdressers’ sisters were identified. However, 345 hairdresser infants and 394 sister infants were excluded for various reasons (see fig 1), leaving the final dataset to contain 6223 infants born to 3137 hairdressers and 8388 infants born to 3952 hairdresser sisters. Moreover, 5134 infants to excluded hairdressers were identified (see also Excluded women below).

Among the included women, there were no major differences between the hairdressers and their sisters with respect to year of birth, age at delivery or smoking habits (table 1). Restrictions to hairdressers who, according to the MBR, had worked as hairdressers during at least one pregnancy, pregnancies that occurred after 1982, did not have any major impact on the distribution of these factors (data not shown).

Table 1 Descriptive data on 4347 pregnancies from 3137 hairdressers and 4857 pregnancies from 3952 hairdressers’ sisters

Excluded women

Owing to missing information in the registries at the National Tax Board, and exclusion of hairdressers who had no sisters, the hairdressers used in the analyses represented 54% of the original cohort. However, the main reason for exclusion (32% of the total cohort) was not having a sister. When introducing restrictions as to year of birth, the numbers were similar when including only women born from 1960 and onwards (59% included, 33% missing a sister) or women born from 1970 and onwards (60% included, 35% missing a sister). Hairdressers who were excluded from the study for various reasons were slightly older than those included (median age 43 vs 40 years), and had consequently graduated from hairdresser school somewhat earlier (median graduation year 1985 vs 1987).

Comparisons between included and excluded women were made not imposing the restrictions described above (for example, excluding multiple births and stillbirths). The analyses showed no difference among the infants born to the excluded and included hairdressers with respect to birth weight (median 3510 g in both groups (mean 3480 g among excluded and 3485 g among included)), birth length (median and mean 50 cm in both groups) or gestational length (median 40 weeks and mean 39 weeks in both groups). Moreover, the fraction of male infants (51.8% vs 51.9%) and non-smoking mothers (80.8% vs 79.9%) were similar among excluded and included hairdressers. The differences in percentage of SGA (3.4% vs 2.8%) or LGA (2.6% vs 3.2%) were small.


To estimate the difference in birth weight between infants born to hairdressers and their sisters, while taking into account the dependence between sisters as well as that between subsequent pregnancies for the same woman, mixed models based on the restricted maximum likelihood (REML) were used (SPSS version 15.0). The mixed model is an expansion of the general linear model, and estimates overall effects (fixed effects) as well as effects that occur within groups of observations (random effects). Moreover, it allows for repeated measures. In the analyses in the present study, cohort affiliation (hairdresser or sister), as well as all potential confounders, were assessed as fixed effects. Each sibling group was designated a unique identification number, and this number was included in the model as a random factor. The essence of this is that each sibling group is presumed to have an underlying probability of the outcome (for example, giving birth to an SGA infant). Although this probability is not estimated by the model, it is taken into consideration when the overall effect estimates are determined. Parity was used to determine repeated measures. To determine the covariance structure for the repeated measures, the crude model comparing hairdressers to sisters was used. The covariance structure determines the dependency between subsequent pregnancies for the same woman. The Schwartz Bayesian Information Criterion (IC) was used as guidance in the choice of covariance structure. The ARMA(1,1) model had the lowest IC and was also considered as a plausible structure in this situation. For the random factor (sibling group), variance components covariance structure was used.

In the analyses of SGA, LGA and LBW, we calculated the odds ratio (OR) of exposure among those with the respective outcome. Since the formula for this is identical to that estimating the OR of outcome among those exposed, the calculated OR may be interpreted either way. The rationale for using this unusual method of OR calculation was to be able to account for the matching of hairdressers to their sisters. Thus, conditional logistic regression (Egret 2.0) was used to estimate the ORs and their 95% confidence intervals (CIs). Since this procedure does not take into account repeated measures, each woman was allowed to contribute only one pregnancy to the analyses. For women with multiple pregnancies, the last recorded pregnancy was chosen in order to get the subset of pregnancies after 1982 as large as possible (see also below).

Subgroup analyses were run using only those sisters who were identified as having both parents in common with the hairdresser of that sibling group, and for the group of hairdressers who were working as hairdressers according to the MBR. Note, since only one of the pregnancies needed to be as a hairdresser, pregnancies before 1982 could also be included. Finally, since smoking and maternal height were not recorded in the MBR until 1982, subgroup analyses were also performed for births occurring 1982 or later.

Maternal smoking (non-smoker, 1–9 cigarettes/day, 10 or more cigarettes/day), maternal age, maternal height and infant gender were considered as potential confounders and thus included in multivariate models. Moreover, parity was included in those models which were based on only one pregnancy per woman. Because of poor quality of the data concerning pre-pregnancy maternal weight in the MBR, the main analyses were not adjusted for body mass index (BMI).


A total of 14 611 infants born to 7089 women were included in the birth weight analysis, whereas 3137 hairdressers and 3952 sisters were included in the analyses regarding SGA, LGA and LBW, providing information on one child each. The majority of the pregnancies (54% for the hairdressers and 49% for the sisters) in the latter analyses were of parity two, with the rest roughly equally distributed among first parity births and births of parity higher than two.

The birth weight distribution differed between the hairdressers and their sisters in that the birth weights of the hairdresser infants were more centred around the mean (fig 2). This was also reflected in that hairdresser cohort affiliation was protective against both SGA and LGA (table 2). Similar effects were found across all subgroups, although the effect was consistently statistically significant only for LGA among the subgroup of hairdressers who had worked as a hairdresser during at least one pregnancy. When restricting the analyses to women for whom BMI was available, and adjusting for gender, maternal age, parity, maternal height and smoking, but not for BMI, the OR for LGA among infants born to women who had at least one pregnancy as a hairdresser was 0.53 (95% CI 0.30 to 0.92). When including BMI in this model, the resulting OR was 0.54 (0.31 to 0.95).

Figure 2 Birthweight distribution among 6223 infants born to Swedish female hairdressers (solid bars) and 8388 infants born to the hairdressers’ sisters (open bars).
Table 2 Comparison of the frequency of infants born small for gestational age (SGA), large for gestational age (LGA) or with low birth weight (LBW; <2500 g) among Swedish hairdressers (n = 3137) and their sisters (n = 3952)

Although the crude mean birth weight was the same for both cohorts (3515 g), the hairdresser infants had a marginally lower mean birth weight in the adjusted analyses. This was most marked when restricting the analyses to women who had actually worked as a hairdresser during at least one pregnancy, and their sisters (table 3).

Table 3 Birth weight among infants born to Swedish hairdressers and their sisters


The results from the present study suggest a protective effect of giving birth to an LGA infant among the hairdressers compared to their sisters. No consistent effects were found with respect to SGA and birth weight.

A major strength of the present study is the use of the hairdressers’ sisters as a control cohort. Intergenerational effects2227 and influence of childhood environment28 29 have been found for several reproductive outcomes. Thus, it cannot be ruled out that epidemiological studies comparing an occupational cohort to controls from the general population are affected by genetic and environmental factors other than those under study. In the present study, such effects are eliminated by matching each hairdresser to her sisters. To establish a control cohort comprising sisters of course demands accessibility to a multi-generation register. In Sweden, we do have this opportunity.

Another strength of the study is the possibility to identify women who actually worked as hairdressers by using information on the mother’s occupation in the MBR. This information is prospectively collected during early pregnancy (normally around gestational weeks 10–14). The effect of hairdresser cohort affiliation on SGA as well as LGA was strengthened when restricting the exposed cohort to only those women who had actually worked as hairdressers during at least one pregnancy, suggesting that it indeed is the hairdresser work that causes the effect. One must, however, take into consideration that information on maternal occupation is entered into the MBR as a string variable, and that, for example, spelling errors may have led to misclassification of jobs in the present study. Nevertheless, we believe that women who were classified as hairdressers most likely were hairdressers, and thus a possible misclassification would only result in failure to include all hairdressers. Hence, the resulting effect should be limited to wider confidence intervals for the outcomes investigated.

Even if matching the hairdressers to their sisters eliminates disturbances from genetic effects and childhood exposure, the results could still be distorted if the hairdressers’ sisters were prone to occupations that carried other reproductive hazards. However, through Statistics Sweden ( we identified the most common professions in Swedish women, and compared the frequencies of these professions in the Swedish female population to those in the hairdressers’ sisters cohort. Considering the various differences in this comparison—for example, different time windows, poor quality of information from the MBR and multiple pregnancies for some women, the agreement between the sister cohort and the Swedish female population was surprisingly high (data not shown). Hence, the risk that specific hazardous occupations should be over-represented in the sister cohort is minor.

When identifying the parents of the hairdressers, it was only possible to find both mother and father for 61% of the women. The main reason for not being able to identify both parents was that one or both parents had died or had emigrated. Nevertheless, for a considerable fraction of the sibling groups it is unknown if the siblings share both parents or only one. However, among those hairdressers where both parents were identified, there were no women who had sisters with only one parent in common. Hence, it is likely that the majority of those sibling groups that were matched on only one parent indeed shared both parents. This conclusion is also supported by the fact that similar results were obtained in the analyses of the entire cohorts as when restricting the analyses to women who were known to have both parents in common with the index hairdresser.

In Sweden, admission to hairdresser vocational schools traditionally requires a high average grade from elementary school. Thus, other non-academic occupational groups may not be a suitable comparison in studies of health among Swedish hairdressers. On the other hand, hairdressing is not an academic occupation, and thus academic occupational groups may not be a proper comparison group either. High socioeconomic status, which is often the result of an academic education, has been associated with a healthy lifestyle.3336 However, there is probably no reason to believe that high grades at the age of 15 would cause a woman to have a healthier life style than a sibling who grew up in the same family. In support of this, it has been found that at 18 years of age, alcohol intake in women was associated with alcohol intake among their fathers,37 and that still at age 33, men and women with overweight parents have an increased risk of obesity.38 Moreover, factors known to be indicators of socioeconomic status, such as smoking and body weight, were similar among the hairdressers and their sisters. Thus, the results are most likely not the result of a difference in lifestyle between hairdressers and their sisters.

Main message

Contrary to previous studies, no increased risk of low birth weight or growth retardation was found among infants born to hairdressers after taking intergenerational effects and effects of childhood exposure into consideration.

Owing to the specific traits of the Swedish hairdressers, comparison with studies performed on hairdressers in other countries, where the educational background of hairdressers differs from that in Sweden, may not be straightforward. However, by using the hairdressers’ sisters as a comparison cohort in the present study, we believe that we have eliminated this problem, and that our results may also be applicable in other settings.

There were no data available on whether the hairdressers continued to work throughout pregnancy. Thus, even when restricting the analyses to sister pairs where the sister from the hairdresser cohort was actually working as a hairdresser when she registered at the maternity ward, the hairdresser cohort may be diluted with women who were not exposed. Considering that all findings were stronger in the analyses of the restricted cohorts, such dilution of the hairdresser cohort would probably have led to a bias towards the null.

Pregnancy interval is known to be associated with pregnancy outcome.3943 Thus, if the inter-pregnancy interval differed between the two cohorts, this may have affected the results. However, subgroup analyses using only births of parity one, found similar results when including all births (data not shown).

Previous studies on SGA in hairdressers are few, with some suggesting an increased risk of SGA20 21 and others not finding any effect at all.44 Regarding low birth weight, previous studies in which an increased risk has been indicated have failed to reach statistical significance for this.1921 45 Thus, for low birth weight and SGA, the results from the present study do not contradict to what has already been seen in other studies.

With respect to LGA, this is an outcome that has not been investigated previously among hairdressers. Several weight-related factors, such as being overweight or obese,46 having an excessive gestational weight gain47 or an increase in BMI from normal to obese between pregnancies,46 have been found to increase the risk of giving birth to an LGA infant. Thus, if the hairdressers were leaner, or had a smaller weight increase during and between pregnancies, than their sisters, the protective effect regarding LGA could have been explained by this. The MBR contains very poor information on gestational weight gain, and in the present study the records of maternal pre-pregnancy weight was only available for 75% of the hairdressers and 70% of the sisters for whom height was available had provided a weight measure. Thus, we did not adjust the main analyses for pre-pregnancy BMI or gestational weight gain. Among those women where a BMI was obtainable, the hairdressers had marginally lower BMI, and were slightly more likely to decrease their BMI between pregnancies. Nevertheless, adjusting for BMI in the analysis where the impact of hairdresser cohort affiliation was most prominent (among women with at least one pregnancy as a hairdresser), inclusion of BMI in the multivariate model did not change the effect estimate. Hence, failure to include BMI as a confounder is an unlikely explanation for the findings in the present study.

Even though maternal anthropometry is important, the most significant risk factor for fetal overgrowth is abnormalities of the glucose metabolism.4850 Thus, if the prevalence of such disorders was higher among the hairdressers’ sisters than among the hairdressers, this could explain the results in the present study. We did not have any information on diabetes or abnormal metabolism for the women in the study. However, disturbances in glucose metabolism, including diabetes, are strongly affected by hereditary factors, which the study was designed to eliminate. Thus, it is not likely that the decreased risk of LGA in the present study is caused by diabetes or abnormal glucose metabolism.

In conclusion, the present study indicates that infants born to hairdressers are less likely to be LGA than those infants born to hairdresser’s sisters. The effect was most obvious among those women who had actually worked as a hairdresser during at least one pregnancy rather than only having formal training as a hairdresser. The results are most probably not the result of dissimilar weight distributions in the studied cohorts, or different prevalences of abnormal glucose metabolism. However, the results are unexpected since the previous research suggests hairdresser work to be hazardous rather than protective. It should be pointed out that LGA among infants born to hairdressers has not been investigated previously, and until the results from the present study are supported by other studies, they should be interpreted cautiously.


The study was initiated by Professor Lars Hagmar, who sadly died in 2006. The authors are grateful to Professor Ulf Strömberg for discussions regarding the statistical analyses.



  • Funding: The Swedish council for working life and social research.

  • Competing interests: None.

  • Ethics approval: The study was performed in accordance with the Declaration of Helsinki and approved by The Lund University ethics committee. All participants provided written informed consent.