Of organizations who have invested in Big · the network, or a physical ... - Breakdowns in CO -...

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Transcript of Of organizations who have invested in Big · the network, or a physical ... - Breakdowns in CO -...

Page 1: Of organizations who have invested in Big · the network, or a physical ... - Breakdowns in CO - Cable dug over - Lightning - Power outages Examples. 10!!! The ex. From before: Router
Page 2: Of organizations who have invested in Big · the network, or a physical ... - Breakdowns in CO - Cable dug over - Lightning - Power outages Examples. 10!!! The ex. From before: Router

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Of organizations who have invested in Big

Data capabilities, only 8% is doing anything

meaningful with their Big Data.

The rest is only using Big Data for incremental

advances.

- Gartner 2014

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Life as an ISP

Demonstration of CPEmon and CPEmap

Payoff

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Life as an ISP

Demonstration of CPEmon and CPEmap

Payoff

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“The Internet does not work”

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Is it an isolated fault?

- Or a systemic fault?

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Isolated fault

- Only one customer affected

- I.e.: Same fault-type canoccur at other customers, but are not correlated.

- Usually a local problem at the customer

- Or a mistake on Fullrate’spart

- Router hardware fail

- Defective wire/connection in customer home

- The neighbor use a microwave oven.

- Moisture in installation

- Wallplug death by vacuming(it happens more often thanyou’d think…)

Examples

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Systemic fault

- Multiple customers affected

- Typically a fault further up in the network, or a physicalproblem in the neighborhood.

- Or a big mistake on Fullrate’spart…

- Breakdowns in CO

- Cable dug over

- Lightning

- Power outages

Examples

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The ex. From before: Router hw fault. You’d normally assume it’s an unrelated event. But whatif:• Thunderstorms• Over-voltage/transients in powergrid?• Lots of new customers during short period, and all CPE’s are from same production batch?• … Remember to keep an open mind! It is very easy to miss insights due to prejudice.

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Life as an ISP

Demonstration of CPEmon and CPEmap

Payoff

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”Issues with the TV signal last night”

”We will send you a new STB”

Hmm.....DSL line looks perfect..

NPS=10

NPS=Net Promoter Score (measure of customer satisfaction)

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”The new STB didn’thelp. I still experienceproblems”

”We will send you a new router”

The DSL line still look perfect. If it is not the STB, it must be the CPE.

NPS=7

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”I want to cancelmy subscription!”

NPS=1

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We need sufficient data for analysis

- Before the fault occur, so a history/baseline can be established

and facilitate diagnostic/analysis

- During the call

- Better still, to resolve the issue before the customer

makes the call.

?

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• 2-week history stored with customer ID as key, so support have easy access to history for specific

customers.

• Aggregated data stored in Hadoop cluster with “infinite retention”

Approx. 2,5 billion pieces of data collected every 24 hours

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From prototype to production

MonitoringStability, Accessibility, Uptime

(CPEmon is volatile = dissapear at boot)

“Data on the data-collection”

= METADATA

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• Risc of missing group of customers

• Time consuming

• Network engineers tired

(Check typically happen at 4-5 am after hours of

work)

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03.15: Start of maintanance. 8000 customers loose connection

05.15: All customers online

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How many are affected?

(Assessing severity of problem)

Who are affected?

Precise and prompt service status updates

SMS directly to all affected customers

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Enrichment of data!

State Time

Can we merge with other informaiton?

- Technology (RK / eBSA)

- Router model

- Address ✔

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How lightning affect

DSL lines

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Merging trivial data

with geo lokation

- in realtime!

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CPEmap = Visualization

… but an algorithm never sleeps and is always vigilant

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