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STS493 Sofie d.B. et al.
                  effects. As such, sensors are just like other data collection instruments. The
                  final criterion applies when sensors need to be provided to respondents and
                  in  companies  and  refer  to  costs  associated  with  their  installation  and
                  (operational) use.
                     From the respondent point of view, sensors may vary in their intrusiveness.
                  Four criteria follow:
                        Willingness: Persons/businesses are willing to consent to provide the
                          sensor data;
                        Data  handling:  Persons/businesses  can  retrieve,  revise  and  delete
                          sensor data on demand, i.e. they have ownership over the data;
                        Burden: Persons/businesses are willing to devote the effort needed to
                          collect and handle the sensor data;
                        Feedback:  Respondents  may  retrieve  useful  knowledge  about
                          themselves;
                     In order to employ sensors, respondents/companies need to be asked for
                  consent to activate sensors and to store and send data. Most mobile device
                  sensors require consent by default. Exceptions are the various motion sensors
                  that can be activated in Android without consent. However, even without the
                  technical necessity to ask for consent, there are legal and ethical reasons why
                  consent is imperative. Willingness to consent varies per type of sensor and
                  depends on the context and purpose of the measurements. Recent literature,
                  see  Struminskaya  et  al  (2018)  for  an  overview  of  studies,  has  investigated
                  willingness  and  confirmed  differences  between  sensors  and  settings.
                  Obviously, the more intrusive a sensor measurement is, the more respondents
                  will refuse and the larger the potential damage of missing sensor data. Recent
                  European legislation require that respondents can get copies of their data and
                  can  request  deletion  of  their  data  at  any  time .  This  requirement  puts
                                                                   2
                  constraints  on  the  storage  of  and  access  to  sensor  data.  Next,  sensor
                  measurement themselves, such as photos or sound recordings, require some
                  respondent effort. This effort may be too great for respondents so that missing
                  data and/or lower data quality result. Finally, the sensor data may be fed back
                  to respondents in an aggregated form and may provide valuable information
                  to respondents and companies. In the last case, this offers great potential for
                  a data circle between the NSI and companies.
                     Sensor data can be collected passively or actively. Passive sensor data is
                  collected without respondent intervention or feedback, apart from consent. In
                  active  sensor  data,  respondents  are  asked  to  check,  revise,  accept  and/or
                  supplement  sensor  data,  i.e.  the  respondent  is  involved  in  data  collection.
                  Motives  for  active  sensor  data  collection  are  increased  response  rates,


                  2   See  https://gdpr-info.eu/issues/right-of-access/  and  https://gdpr-info.eu/issues/right-to-be-
                  forgotten/
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