Page 12 - FIGI - Use of telecommunications data for digital financial inclusion
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Figure 1 – Data Types in a Typical Telecom Provider, Source: Hitachi Vantara and Ravi Kalakota, Transform
            Telecom: A Data-Driven Strategy for Digital Transformation, June 2019






























               Operators now use next generation networks that   es and short videos. Equipment used for back-office
            are used for data services. While the term CDR is   services also generate data, such as call centre logs.
            still used, broader network records are sometimes
            called  generic  data  records  (XDR)  or  usage  data   3.1.4   Machine generated data
            records (UDR) to denote the much broader range of   Telecommunications operators have access to a
            data that is now routinely maintained. These records   substantial amount of machine-generated data, and
            include non-voice information such as SMS text mes-  this will only increase as the internet of things (IoT)
            saging data, internet usage and mobility manage-   expands and smart devices proliferate. Data is gener-
            ment records.                                      ated by customer access devices, by network equip-
                                                               ment and by communications applications. Mobile
            3.1.2   Location data                              handsets, IoT devices, DTV set-top boxes, modems,
            Even when a mobile phone is not being used to make   routers and other customer premise equipment
            a voice call or access data, whenever it is switched   (CPE) all generate data. This includes device loca-
            on it will perform an International Mobile Subscriber   tion through communication with cell towers and
            Identity (IMSI) ‘attach procedure’ to register on the   through  telemetry  data,  and  potentially  other  data
            appropriate mobile network and to verify subscrip-  generated by sensors.
            tion status. Mobile devices will continue to commu-
            nicate periodically with mobile networks so long as   3.1.5   Online activity
            they are switched on and as they move from place to   Telecommunications operators also have access to
            place, continually updating network registration and   data from their customers’ online activities through
            subscription status.                               browsers and other applications on their devic-
                                                               es. This opens wide opportunities for advertising
            3.1.3   Network and applications data              networks, for example, but is typically restricted by
            Network equipment employed by operators also       privacy regulations applicable to telecommunica-
            generate data, including network logs, network     tions operators.
            fault and alarm logs, network performance count-
            ers and deep packet inspection. Communications     3�2  Customer relationship management data
            applications may also generate data. For example,   Operators gather and maintain information for
            call answering services generate voice recordings   management of the relationship with the customer
            and video call services can generate video record-  for commercial and regulatory reasons.
            ings. SMS records text, and MMS records text, imag-



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