Improving  performance  to  achieve 
operational efficiency and effectiveness in 
terms of increasing the output of products 
as  a  production  department  achievement 
target to provide benefits for the company. 
Previously, to increase the efficiency 
of  the  production  process,   workers' 
working time or adding new equipment and 
machinery  was  carried  out.  Meanwhile, 
currently  it  is  known  that  improving 
efficiency  and  operational  effectiveness 
should be done through optimizing engine 
performance  optimally  to  improve 
equipment and engine reliability, improve 
operator  performance,  minimize 
turnaround  times  and  reduce  overall 
downtime. 
Machinery and equipment are one of 
the supporting facilities for the production 
process  in  the  pharmaceutical  industry  to 
carry  out  and  perform  its  production 
activities.  In  an  effort  to  increase 
productivity  and  machine  output,  it  is 
necessary to evaluate machine performance 
regularly [4]. Evaluation that can be done is 
to  do  an  OEE  (Overall  Equipment 
Effectiveness)  analysis.  OEE  is  a 
comprehensive  calculation  method  to 
identify  the  level  of  productivity  and 
performance  of  machines  or  equipment 
thereby  efforts  can  be  made  to  increase 
effectiveness [5]. In determining OEE there 
are  three  main  measurement  factors, 
namely  the  value  of  availability, 
performance, and quality [6]. 
The stripping machine plays the most 
role in producing the finished drug product. 
A  stripping  machine  is  a  machine  for 
carrying out the primary packaging process 
of tablets/caplets with packaging materials 
from  polycellonium.  Stripping  machine 
performance was evaluated by calculating 
the OEE value [7]. In optimizing the OEE 
value of the stripping machine, one of the 
most possible way is to reduce its line stops 
in  the  production  process.  Line  stop  is  a 
factor that causes the stripping machine to 
stop and not operate due to external factors 
without producing a product [8]. With the 
presence  of  a  line  stop  in  the  process 
primary packaging, it can reduce the value 
of availability, performance and quality on 
the stripping machine which in turn affects 
the performance and OEE value. Therefore, 
it is important to analyze and evaluate what 
line stops occur and its affect the OEE value 
of  the  stripping  machine  in  the  primary 
packaging  process.  This  study  discusses 
and identifies the total number of times the 
line stop occurred and its effect the OEE 
value of stripping machines in the primary 
packaging  process  in  one  of  the 
pharmaceutical industries in Jakarta. 
2.  Methods 
    The  research  was  carried  out 
through several stages of work, (1) Initial 
observation, by observing the facilities of 
the primary packaging area and following 
the  entire  series  of  primary  packaging 
processes  on  the  stripping  machine  for  1 
month  (2)  Collecting  the  necessary  data 
such as the  total operating time and  time 
loss on the stripping machine every day, the 
number  of  products  obtained  in  one  day, 
and the number of rejected products. Then 
the identification and classification of line 
stops found during the primary packaging 
process takes place. (3) Data processing to 
determine  availability,  performance, 
quality  and  OEE  values.  Furthermore,  an 
analysis of the influence of the line stop on 
the value of OEE on the stripping machine 
was  performed  during  the  packaging 
process so that improvement can be carried 
out and optimized to be more efficient. 
(a) Availability =