The first point that is immediately clear is the complete

The first point that is immediately clear is the complete

    The first point that is immediately clear is the complete change in
    the production structure of the mule mills between 1884 and 1890.
    More specifically, one of the most representative examples of this
    change is the increase in the output per spindle (nearly the same as
    the increase achieved by all mills) over the period. As is also shown
    by Discriminant Function A, variables such as power source, the
    female worker ratio and yarn count are the variables that characterize
    the differences in the production structures in these two years (unlike the results from univariate analysis).
    Second, although the productivity of the mule mills improved greatly
    towards 1890, the production structure of these mills was still inferior
    compared with those mills that had introduced new ring frames a
    little earlier. Discriminant Function C confirms that there is a large
    distance between those two production structures. This distance is
    mainly caused by differences in average count, per spindle productivity and operating days. These results can be interpreted as reflecting
    the indirect influence of the technological superiority of the ring frame,
    since the ring frame was capable of better operating results in the
    same production system.
    Third, the basic production structure of the various types of mill
    had been more or less determined by 1893, although up to that time
    there had been a gradual increase in per spindle productivity and a
    reduction in the wage differential between male and female workers
    across the industry as a whole. In short, between 1890 and 1893,
    there were virtually no changes in the production structures of each
    type of mill (Discriminant Functions B, E and H are not statistically
    significant), excluding the fact that the proportion of ring frames in
    the mills that used both types of machine rose from 55.3 per cent to
    63.4 per cent.
    Let us turn to the implications of these three points for the hypothesis that ring frames were adopted so that male workers could
    be replaced by female workers. First, it is even clear upon examination 
    of the figures for 1890 - the year immediately after ring frames were
    adopted in large numbers - that the female worker ratio was certainly not the key factor which characterized the difference in the
    production structure of mule mills and ring frame mills. A comparison
    of the female worker ratio in ring frame mills (such as Kanegafuchi,
    Hirano Boseki and Settsu Boseki), and the female worker ratio in a
    mule mill (Naniwa Boseki) and dual mills (such as Osaka Boseki, Mie
    Boseki and Temman Boseki) shows unsystematic differences in the
    ratio between these mills.30 Even in the case of Osaka Boseki, it seems
    natural to conclude that the female worker ratio was gradually rising
    irrespective of the type of machine being used. In other words, the
    reliance of the Japanese cotton-spinning industry on unskilled women
    workers gradually became established after the switch to ring frames
    and increased up to 1897. Thus, technological factors were not the
    only reason for the reliance on women. Second, amongst the ring
    frame mills of the 1890-3 period, the mills with a higher female worker
    ratio (for example, Kanegafuchi and SenshfIBoseki) had smaller malefemale wage differentials and a greater intensity of operation (i.e.,
    number of operating days and number of operating hours per day).
    This tendency can be confirmed by the correlation coefficient matrix
    and it indicates that the adaptation of each mill to market conditions
    occurred after the adoption of the new spinning machine. It is now
    necessary to return to examining the factors that allowed the mills to
    make such a rational choice of technology: the choice of the ring
    frame.
    TOWARDS A CONCLUSION: ENGINEERS TAKING THE
    LEAD IN TECHNOLOGY CHOICE
    As can be conjectured from the above, the crucial reason for choosing the ring frame was that it was a new and powerful machine that
    embodied the new technological innovations of the time and was
    more efficient than the mule, particularly in Japanese market conditions. It is necessary, however, to make explicit some of the preconditions that made this choice possible and that so far have tended
    to be overlooked.
    First is the prerequisite that accurate information regarding the
    relative efficiencies of the mule and ring frame was already known in
    the Japanese spinning industry before 1889. This condition was shown 
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