Amazon Echo

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Professional Development Workshop

Getting a Linguistics Job outside of Academia

Jobs in the Industry

Chilin Shih

February 18, 2016 UIUC Linguistics

Today's Linguist List Jobs

60 jobs under “manager” and “other”

 There are more:

Many industrial jobs are not advertised on

Linguist List

Some advertise on linkedin.com,

Many companies are hiring when a good candidate turns up. They don't necessarily recruit by posting job ads

Jobs in the Industry

Computational linguistics

Speech technologies

 Google, Apple, Amazon, IBM, AT&T, Nuance …

Translation

Language teaching

Language testing

 ETS, Pearson …

Data mining

Dialog system

Advertising, and many others

Companies from A to Z are

Hiring Linguists

Amazon

Apple

ETS

Facebook

Google

IBM

Microsoft

Nuance

Oracle

Youtube

Language-based Technologies

Computational linguistics:

 Text analysis, parsing, morphological analysis, information retrieval (IR), machine translation (MT), document analysis, document classification, character recognition (OCR), name pronunciation

Speech technologies:

 Speech recognition (ASR), Text-to-speech synthesis (TTS), language/speaker identification, name pronunciation

Language testing:

 Automatic scoring of speech fluency and essay

Language-based Technologies

Computational linguistics:

 Text analysis, parsing, morphological analysis, information retrieval (IR), machine translation (MT), document analysis, document classification, character recognition (OCR), name pronunciation

Speech technologies:

 Speech recognition (ASR), Text-to-speech synthesis (TTS), language/speaker identification, name pronunciation

Language testing:

 Automatic scoring of speech fluency and essay

What Skills are Needed?

In the industry, you are typically THE linguist on the team, and you are the expert on

 Languages

 Syntax, Semantics

 Phonetic, Phonology, Acoustics

 Social linguistics

 Language variation

 Historical linguistics

 Discourse

 Pragmatics

Speech Technologies with

Natural Language Processing

Google has Google Voice

Apple has Siri

AT&T has Watson

IBM also has Watson

Amazon has Echo

Facebook tested it in Messenger a year ago

They are all perfecting it and building for more and more languages —creating many job opportunities for linguists

Localization

All companies want to grow from local to global market. When a product involves languages, it means adapting to all of the local languages and cultures.

In today's Linguist List jobs:

Amazon: Japanese, German

Artificial Solutions (talk to your devices in natural lang): Spainish, German

Lionbridge (translation): Danish, French, Hebrew,

Chinese, Mandarin, Wu, Dutch, Portuguese,

Russian, Turkish, Korean

Adecco (recruiter listing TTS jobs): Malay,

Amazon

Two Amazon jobs were announced on the Linguist

List yesterday (2/17)

(1) General Linguistics

(2) Computational linguistics; discourse analysis; phonetics; semantics; sociolinguistics; English;

Japanese

Amazon is building Amazon Echo – a wireless voice command device with speech recognition, speech synthesis and dialogue system, hence all the listed linguistic fields.

Amazon Echo Job Descriptions

(1) Data specialist: Comp Ling, Discourse analysis, phonetics, semantics, sociolinguistics

MA or PhD in linguistics, sociolinguistics, computational linguistics, or human-computer interaction.

Work with language modelers and speech scientists as well as data analysts to provide analysis of speech interactions with Amazon devices.

(2) Data specialist; General Linguistics

Condense complex and ambiguous concepts into clear, straightforward conventions materials

Having an eye for process improvement

Adecco Job Descriptions for TTS

Localization

(1) Speech data evaluator

– Developing rules for a text normalization system

– Large scale data mining

– Customizing language building tools for your language

– Text-to-Speech quality evaluation and testing

(2) Manager

– Creating verbalization rules , such as expanding

URLs, email addresses, numbers

– Creating annotation conventions

Nuance Job Description for

Dialog System

Language engineer

Implementation of dialog flows and grammar (with customer)

Test dialog in development environment and on the infotainment system

Evaluating system, analysis of tickets , provide bug fixing

Localization

The more a company considers language diversity in the design and implementation of a language-based technology, the easier it is to do rapid localization.

Analysis of tickets?

Fixing bugs?

Why Industry Needs Linguists

Case I

When speech recognition was just robust enough to get out of research and into the market place, one of the first applications is pay by phone

(There was a time before smart phones)

Please say your credit card number and pin

Problems!

Many transactions were not completed.

No payment? No business.

Go look at the costumer log/tickets.

Five four one two seven five one two one two three four four three two one ten

Five five two nine four two zero three five six seven eight five six five six ten

Four three two one five five three one one two three four one two three four ten

Aha! Pin-pen merger!(social linguistics knowledge kicked in)

Aha! Telephone speech! Possible p/t confusion (acoustics knowledge kicked in)

Ten = Pin

Linguist Saved the Day

(And millions of dollars)

Problem: Some people heard

Please say your credit card number and ten

Solution: Change the prompt to

Please say your credit card number and personal identification number

Why Industry Needs Linguists

Case II

Names

Brand Names

Lexicon Branding

“Just how important is a name? My simple answer to this is, nothing will be used for a longer period of time or more often than a company’s name.

It’s not just a creative exercise.

It’s a strategic one.”

- David Placek, The

Globe And Mail,

Pentium

BlackBerry

PowerBook

Zune

Swifter

Subaru Outback

DeskJet

Dasani

Linguists at Lexicon Branding

Will

Leben, phonolo gist at

Stanford

Applying linguistic analysis to brand names:

Lexicon (of course)

Semantics

Imagery

(Universal) Sound symbolism

History

Cross-cultural interpretations

...

How to Prepare for an Industrial Job

Courses

All areas of linguistics

Computational Linguistics

(Big) Data analysis

Language technologies

Mindset

Enjoy your work

Develop linguistic awareness in all areas

Attune to the need of the society, company, application

Find your niche

Provide value

Enjoy more

How to Find an Industrial Job

Many companies don't advertise jobs. Wouldn't it be nice if they contact you.

That may happen if you say or write the right thing at the right time in the right place.

Build credential (beyond your linguistic specialty):

• Know the companies, technologies and applications that interest you

• Analyze designs, problems and solutions

• Make a hobby collecting linguistic patterns

Build network:

• Go to conferences

• Join relevant professional social networks

Visit companies

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