File sectionSpeaking & conversations

Let us examine what the telecom number invites its reader to believe.

01

The subscription total and the people it does not yet count

Proposed 35-minute keynote with moderated questions · Telecom commercial, communications and data leadership teams

I would open with a fictional headline about 7.8 million registered mobile-subscription records and ask the audience what it believes that number describes. The discussion would then introduce the 6.1 million meeting an internal ninety-day activity condition, distinguishing the two populations without turning either into unique people. Participants would examine how a familiar word such as reach can add a claim the underlying count does not establish. I would explore the sponsor’s desire for a portable headline and the data leader’s responsibility to keep the object and period attached to the result. The proposed session would use invented material, with no subscriber information or unpublished company results requested. It would not offer an official statistical definition or an interpretation of a reporting rule. Its purpose would be to help colleagues write a useful, concise account of a population while recognising where a different question requires additional evidence. No delivered event or audience history is claimed.

02

The six million receipts I should not have called additional traffic

Proposed 45-minute case discussion · Data operations, service-information and executive development groups

I would describe the 2007 fictional error in which I approved eighty million received records as traffic events. Participants would follow Daniel Varneshu’s challenge and the distinction between seventy-four million source-and-event pairs and six million documented replayed receipts. The discussion would consider why deleting rows with similar attributes would be an inadequate response and why preserving the receipt history mattered to the explanation. I would make my own responsibility central: the correction required telling management that the original label was wrong, rather than quietly changing the next extract. The proposed format would allow questions about the evidence needed for a replay relationship and the limits of the resulting account. It would make no invoice, refund or traffic-improvement claim. All records and people would be fictional, and participants would not be asked to disclose restricted service data. The intended learning is about interpretation and correction, without asserting that this proposed session has already taken place.

03

When a familiar number acquires a different customer relationship

Proposed 40-minute illustrated conversation · Customer-information, privacy, analytics and product teams

I would use an invented number-assignment timeline to show how a technically successful join can create an unsupported customer history. The case would draw on eighty-four thousand disconnections and fifty-one thousand reassignments during the review year, keeping the assignment interval visible instead of treating the telephone number as a permanent person identifier. Participants would compare a convenient continuous account with a shorter history whose relationships are supported. The conversation would distinguish the data model’s interpretation from the separate question of permitted use, leaving privacy and legal decisions with their responsible owners. No actual identifiers, customer records or legal conclusions would be presented. The proposed session would also consider how to explain a discontinuity to a business user who initially sees it as missing information. It is a speaking concept rather than a delivered appearance, designed to make the costs and value of preserving a real boundary understandable across professional disciplines.

04

What twelve thousand voluntary tests can tell a leadership team

Proposed 50-minute working session with a fictional evidence brief · Network-experience, commercial and board-reporting colleagues

I would ask participants to prepare a short claim from a fictional collection of twelve thousand voluntary tests, then examine what assumptions their wording introduces. Nine thousand urban and three thousand rural observations would describe the collection without establishing the subscriber distribution or population weights. The discussion would explore how device, place, time and reasons for participation affect the interpretation. I would retain the usefulness of selected observations for further enquiry while challenging an unsupported statement about every customer’s experience. The working format would compare the evidence already available with the study a different claim might require. It would contain no real performance score, speed result or claim of network improvement. Participants would use supplied invented material, without sharing restricted company measurements. This is a proposed session with no claimed delivery history; its intended value lies in connecting a leadership statement to the population the observations can actually describe, then identifying which further enquiry a broader conclusion would require.

Short speaker biography

Rizal Santoso is a fictional telecom CDO based in Singapore. His thirty-six-year career examines the populations and relationships behind subscription, customer and network claims. Proposed talks discuss an owned replay-counting error, number reassignment and voluntary tests. The sample asserts no delivered speaking engagement or statutory-director appointment.

Standard speaker biography

Rizal Santoso is the invented Chief Data Officer of Navirelan Networks in Singapore. He leads 162 data colleagues through seven direct reports with S$24.8 million delegated 2026 function expense. His career began in analytical advisory work in August 1990 and entered telecom usage data in July 2004. The record includes a correction he owed management after confusing received records with distinct events. Proposed discussions examine subscription populations, assignment intervals, site hierarchies and selected experience observations. Network, commercial, billing and privacy responsibilities retain their respective owners. His board exposure is executive, and this fictional speaking programme claims no actual event, audience or published appearance.

Extended speaker biography

Rizal Santoso is a fictional Chief Data Officer whose work asks what telecom records identify before they become claims about customers or the network. Based in Singapore at the invented Navirelan Networks, he leads 162 data colleagues through seven direct reports with S$24.8 million delegated function expense for 2026. The company’s S$4.1 billion revenue in 2025 and 9100 current employees describe the surrounding institution rather than his own operating authority.

His career began at Temvarune Analytics in August 1990 after information studies. He became an engagement lead in April 1997 and joined Navirelan’s usage-data function in July 2004. He moved into customer and network information in September 2012 and became CDO in April 2019. The narrative retains an owned error that counted replayed receipts as additional traffic events.

The proposed speaking subjects explore subscription activity, number reassignment, network hierarchies and the selection behind voluntary tests. They use invented examples and request no actual subscriber or restricted network records. Engineering, operations, billing, marketing, finance, legal, privacy and cybersecurity remain separately led. His board exposure consists of executive presentations, with no statutory service claimed. The demonstration supplies speaking concepts rather than a history of delivered appearances; a real speaker account would require verified credentials, authorised cases and accurate engagement information.

An invitation

Contact

I would consider a conversation about the population or identity behind a telecom decision, or a prospective first-board contribution grounded in that experience. Employer agreement, learning, relationships and actual workload would need assessment for an appointment. This fictional person offers no live network, data or advisory service. A real introduction should describe the question without sending subscriber histories, identifiers or restricted network material through a public contact route.

Open to
  • Board appointments
  • Speaking invitations

office@rizalsantoso.example