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Using Technology & Data to Improve Translation Outcomes
40

A data driven approach to translation outcomes

Jan 28, 2018

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Smartling
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Page 1: A data driven approach to translation outcomes

Using Technology & Data to Improve Translation Outcomes

Page 2: A data driven approach to translation outcomes

Translation Outcomes

Page 3: A data driven approach to translation outcomes

Smartling Supports Leading Brands Across All Industries Smartling By The Numbers

Page 4: A data driven approach to translation outcomes

Billions of Words Processed Smartling By The Numbers

Page 5: A data driven approach to translation outcomes

Translation Outcomes Traditional Translation Focus Is On Speed, Quality, & Cost

Speed Quality Cost

+ +

Page 6: A data driven approach to translation outcomes

Quality Drives Translation Option Choices

High Cost

High Speed

Transcreation Professional

TEP

One-Pass Translation

MT Post-Edit

Machine Translation

Adaptive MT

Page 7: A data driven approach to translation outcomes

Quality Drives Translation Partner Choices

OR

OR

OR

Agency A Agency B

In-House

Agencies

Outsourced

Freelancers

Page 8: A data driven approach to translation outcomes

Quality Drives Translation Process Choices

Should I have internal reviewers?

How should I provide context to translators?

How often should I build and update glossaries?

Page 9: A data driven approach to translation outcomes

Translation Quality is Top of Mind for Buyers…

of customers say translation quality is the most important factor in their decision

making

Page 10: A data driven approach to translation outcomes

...Yet the Least Understood Outcome

of customers say

translation quality is

the most important

factor in their

decision making

of customers

understand how to

measure, track, and

improve translation

quality

Page 11: A data driven approach to translation outcomes

Translation Quality Management: Current State

Page 12: A data driven approach to translation outcomes

Quality Management Greatly Dictated by Translation Maturity

Page 13: A data driven approach to translation outcomes

Ask for certified translators

Quality Management Greatly Dictated by Translation Maturity

Page 14: A data driven approach to translation outcomes

Ask about vendor quality assurance

process

Quality Management Greatly Dictated by Translation Maturity

Page 15: A data driven approach to translation outcomes

ISO Certifications

Sample TranslationsError reporting

Quality Management Greatly Dictated by Translation Maturity

Page 16: A data driven approach to translation outcomes

Data-driven quality measurement

Quality Management Greatly Dictated by Translation Maturity

Page 17: A data driven approach to translation outcomes

ü  Variety of frameworks based on content types,

industries and use cases

ü  Error Typology Framework: most widely used

ü  Standardization of error categorization, weighting,

reporting, and benchmarking

TAUS DQF Gold Standard for Quality Measurement

Page 18: A data driven approach to translation outcomes

The Challenge with Today’s Gold Standard

Reactive Resource Intensive

Sampling Driven

Delayed

Page 19: A data driven approach to translation outcomes

A Reactive and Manual Approach to Quality is Growing Increasingly Impractical

More content

More languages

Less time

Less budget

Page 20: A data driven approach to translation outcomes

Status Quo

Manage translation quality in a black box

OR

Compromise speed and cost to partially measure quality

Traditional Approaches Have Forced Stakeholders to…

Page 21: A data driven approach to translation outcomes

Translation Quality Management: A New Approach

Page 22: A data driven approach to translation outcomes

Defining the Ideal State

Predictive Automated Real-time Census

Reactive Resource Intensive

Sampling Driven

Delayed

Page 23: A data driven approach to translation outcomes

What Factors Predict Translation Quality?

People

Content

Process

Page 24: A data driven approach to translation outcomes

People

Content

Process

•  Number of (and time spent in) workflow steps

•  Engagement (issues raised and answered)

•  Mechanical errors corrected

What Factors Predict Translation Quality?

Page 25: A data driven approach to translation outcomes

Content

Process

People

•  Past performance of translator/editor

•  Industry expertise

•  In-country presence

What Factors Predict Translation Quality?

Page 26: A data driven approach to translation outcomes

People

Content

Process

•  Length/complexity of string(s)

•  Presence of visual context

•  Extent of TM leverage

What Factors Predict Translation Quality?

Page 27: A data driven approach to translation outcomes

Translation Quality Factors

75+ DATA POINTS

Glossary

adherence

Placeholder

use Visual

context

available

Edit

distance

Linguist

rating

String

length

Target

locale

Spell

check

Grammar

check

Translation

re-use

Time

spent

Content

type

Smartling’s platform automatically compiles

and analyzes hundreds of metrics, in real-time…

Page 28: A data driven approach to translation outcomes

Smartling’s Solution Quality Confidence Score

QCS: A multinomial logistic regression model that uses 75+ variables collected during the translation process to predict the probability of a translation achieving a professional quality

threshold

QCS

Glossary

adherence

Placeholder

use Visual

context

available

Edit

distance

Linguist

rating

String

length

Target

locale

Spell

check

Grammar

check

Translation

re-use

Time

spent

Content

type

… to provide a single, unified metric of translation quality

Page 29: A data driven approach to translation outcomes

Quality Confidence Score in Action Sample QCS Calculation

Page 30: A data driven approach to translation outcomes

The Quality Confidence Score…

Is predictive, automated and real-time

Focuses on the causes of good/ poor translation quality, not the effect

Distributes the burden of translation quality between buyer and supplier

Compliments existing quality evaluation frameworks

Page 31: A data driven approach to translation outcomes

Tying Quality Confidence Score to Translation Outcomes

Page 32: A data driven approach to translation outcomes

Leveraging the Quality Confidence Score An Objective Measure of Translation Quality Across Locales & Projects Over Time

Page 33: A data driven approach to translation outcomes

Improve Quality Outcomes

Understand root causes of low

quality resulting from content,

people or process 96% Percentage of translations published without requiring correction

Leveraging the Quality Confidence Score

Page 34: A data driven approach to translation outcomes

Leveraging the Quality Confidence Score Accelerate Time To Market

6x Improvement in time to market since implementing Smartling

Workflow changes and velocity

reports allow you to bypass

unnecessary internal review

steps that are not improving

overall content quality

Page 35: A data driven approach to translation outcomes

Leveraging the Quality Confidence Score Reduce Costs

Remove agency steps that are

incurring additional expense and

delaying content delivery but not

improving quality 33% Reduction in annual expense within one year of implementing Smartling

Page 36: A data driven approach to translation outcomes

Leveraging the Quality Confidence Score Establishing measurable SLA around quality

A Quality Confidence Score is calculated for every translation job

Smartling offers Quality Confidence Score SLAs with money-back guarantees

Page 37: A data driven approach to translation outcomes

Key Takeaways

Page 38: A data driven approach to translation outcomes

What data does our process and software offer as leading predictors of translation quality?

Are we appropriately sharing the responsibility of translation quality with our vendors?

Is our translation process dynamic enough to respond to and benefit from real-time indicators of translation quality?

Key Takeaways Translation Buyers

Page 39: A data driven approach to translation outcomes

What information are we providing customers to objectively understand translation quality over time?

Do we have visibility into our own supply chain to identify drivers of translation quality?

How do we move from reactive error correction to proactive quality measurement?

Key Takeaways Language Services Providers

Page 40: A data driven approach to translation outcomes

For more information visit smartling.com/language-services

[email protected]

@sardakunal