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A viewer recording measures the elapsed time between a spoken audio event and the first correct caption display.

Live Caption Latency: How To Measure Delay And Diagnose Workflow Bottlenecks

Leave a Comment / Blog, Monitoring /

When captions appear late, teams often blame the captioner or speech-recognition engine. The actual delay may be introduced by audio routing, look-ahead processing, caption encoding, playout, packaging, CDN buffering, the player, or the viewer device. Live caption latency should be measured end-to-end at the audience output, then broken into timestamped stages so operators can locate […]

Live Caption Latency: How To Measure Delay And Diagnose Workflow Bottlenecks Read More »

Named entities in a transcript map through text offsets to timecoded media metadata.

Entity Extraction API For Media: Turning Transcripts Into Searchable Metadata

Leave a Comment / Blog, Media Enrichment & Services /

A transcript can contain every spoken word and still be difficult to search at scale. Editors need the people, teams, organizations, places, events, products, works, and topics inside it, connected to the moment where each mention occurs. An entity extraction API can convert transcript spans into structured metadata, but media teams still need timecode preservation,

Entity Extraction API For Media: Turning Transcripts Into Searchable Metadata Read More »

Broadcast records move through hot, warm, legal-hold, and archive storage tiers according to purpose.

Broadcast Recording Retention: What To Store, How Long And Why

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A single “keep everything for 90 days” setting is not a retention policy. Broadcast evidence can include off-air audio and video, captions, subtitles, loudness and signal measurements, as-run data, schedules, ad verification, alerts, operator actions, and exported clips. A defensible broadcast recording retention policy maps each record category to a documented legal, contractual, operational, or

Broadcast Recording Retention: What To Store, How Long And Why Read More »

PBCore and EBUCore comparison highlights their common audiovisual purpose and different modeling choices.

PBCore Vs EBUCore: Choosing A Metadata Standard For Media Archives

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Choosing a metadata standard is not a contest between two field lists. It is a decision about the assets an archive describes, the organizations it exchanges records with, the technical representations it must preserve, and the systems that will consume the data. PBCore is often a practical fit for audiovisual collections and public-media exchange, while

PBCore Vs EBUCore: Choosing A Metadata Standard For Media Archives Read More »

Diarization error rate combines missed speech, false-alarm speech, and speaker-confusion time.

How To Evaluate Speaker Diarization For News, Sports And Panel Content?

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By Digital Nirvana, a company-led subject-matter contributor in media metadata, content workflows, and AI-assisted operations A diarization demo can look convincing while hiding the errors that cost media teams time. Clean studio clips rarely represent a breaking-news package, a noisy sports desk, or a panel where people interrupt each other. The right way to evaluate

How To Evaluate Speaker Diarization For News, Sports And Panel Content? Read More »

A comparison shows which provenance facts Content Credentials can verify and which truth questions still require editorial checks.

Content Credentials For Broadcasters: A Practical Guide To C2PA

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A verified signature does not prove that a video depicts the truth. It proves that specific provenance information was signed and has not been altered without detection. Content Credentials give broadcasters a standard way to carry verifiable information about where media came from and how it changed. A useful implementation verifies credentials at ingest, preserves

Content Credentials For Broadcasters: A Practical Guide To C2PA Read More »

Five caption quality measures show how sports teams evaluate accuracy, delay, completeness, placement, and speaker attribution.

Sports Captioning: Managing Speed, Accuracy And Speaker Identification

Leave a Comment / Blog, Media Enrichment & Services /

Sports captioning fails in moments, not averages. A correct caption that appears after the play, attributes a quote to the wrong commentator, or misspells the deciding athlete’s name can still leave viewers behind. Effective sports captioning balances low delay, accurate text, clear speaker identification, complete audio context, and readable placement throughout the event. The workflow

Sports Captioning: Managing Speed, Accuracy And Speaker Identification Read More »

A field crosswalk maps the source field to a target field while a value crosswalk maps each legacy term separately.

Broadcast Archive Metadata Migration: How To Map Legacy Tags Without Losing Searchability?

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A metadata migration can finish with every record transferred and still leave an archive harder to search. Broadcast archive metadata migration succeeds only when old terms, aliases, identifiers, field meanings, and time-based relationships remain retrievable after the move. The safe method is to profile the source data, build field and value crosswalks, preserve original values,

Broadcast Archive Metadata Migration: How To Map Legacy Tags Without Losing Searchability? Read More »

Automatic Closed Captioning Software: Benefits, Limits And Human Review Needs

Leave a Comment / Blog, Subs N Dubs /

Introduction Automatic closed captioning software can turn hours of video into captions in minutes. That speed is valuable. It helps media teams publish faster, make content searchable, improve accessibility, and prepare videos for more platforms. But speed alone does not make captions ready for broadcast, streaming, education, enterprise training, or global distribution. Captions are not

Automatic Closed Captioning Software: Benefits, Limits And Human Review Needs Read More »

Comparison of translation, subtitles, captions, and media localization services.

Translation And Subtitle Services For Global Media Distribution

Leave a Comment / Blog, Media Enrichment & Services /

Introduction Global distribution can turn one video library into many new opportunities for audiences. But there is a difference between making content available worldwide and making it feel ready for each market. A subtitle that is technically translated but poorly timed can frustrate viewers. A caption file that lacks sound cues can fail to meet

Translation And Subtitle Services For Global Media Distribution Read More »

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Required skill set:

  • Exceptional audio sensitivity – ability to understand spoken English/Other languages in different accents across the globe.
  • Good comprehension skills.
  • Proven research skills and fact-checking using Internet-based search engines.
  • Broad cultural knowledge and wide range of interests.
  • Technically proficient in Microsoft Office, including Word, Excel.
  • Ability to multi-task and work in a deadline-driven environment.
  • Good knowledge of computers and Internet.
  • Proficiency in relevant subtitling software is a plus.
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Required skill set:

  • Editing verbatim transcription of earnings calls. Earnings call is a teleconference, or precisely a webcast, in which a public company discusses the financial results of a reporting period via the internet.
  • The call typically runs from 30-60mins and consists of two parts; the Management Portion and the Q&A session.
  • Minimum 1+ Years as Editor/Proof Reader.
  • Ability to work under pressure with interruptions and challenging deadlines.
  • Team-oriented, collaborative and have a positive attitude.
  • Ability to multi-task and work in a deadline-driven environment.
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Required skill set:

  • 7+ years of related experience with computers, technical troubleshooting, and providing customer service.
  • Must have 6+ years of Linux/Unix OS experience, with a focus on administering Linux technologies.
  • Must have working knowledge in AWS or other Cloud computing.
  • Working knowledge of virtualized infrastructure environments (VMware, Nutanix AHV, Hyper-V, etc.).
  • Must have understanding of broadcast signals and transport methods.
  • Strong understanding of audio video streaming and encoding technologies (FFmpeg, MediaInfo, AVISynth and ffprobe.
  • Experience with Broadcast tools like Adobe Cloud, Adobe Premier, Avid Composer, Nexus, Interplay, and other Media products a plus.
  • Should have working knowledge and experience in DevOps tools such as Ansible, Jenkins, Docker, and GitHub
  • Ability to work under pressure with interruptions and challenging deadlines.
  • Team-oriented, collaborative and have a positive attitude.
  • Ability to multi-task and work in a deadline-driven environment.
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Required skill set:

  • 2+ years of related experience with computers, technical troubleshooting, and providing customer service in a call center environment.
  • Knowledge of broadcast signals and system preferred.
  • Previous CRM experience preferred.
  • Strong communication skills required.
  • Experience using Saleforce, Google Suite, and other basic computer related skills.
  • Basic Linux Skills preferred.
  • Ability to effectively prioritize and execute tasks and adapt to change.
  • Must show aptitude and desire to learn new skills on the job.
  • Ability to work under pressure with interruptions and challenging deadlines.
  • Team-oriented, collaborative and have a positive attitude.
  • Strong customer-service orientation with ability to be courteous and helpful.
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