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SAM Social Analysis of MeaningBIGQUALDATALABS
Analysis guide

Qualitative depth. Big Qual breadth.

A practical route through interviews, survey responses and public discussion with SAM.

Start with a research question. Explore across a corpus. Return to the accounts and situations that give a pattern meaning. This guide brings those movements together through two worked teaching examples: interview excerpts about experiences of care, and a bounded YouTube Comments collection.

Read the guidePages
Frame a question and preserve context02-03
Work closely with interview accounts04-07
Explore YouTube comments with SAM Collect08-11
Connect patterns, pathways and source records12-13
Prepare an accountable report14-15
Continue learning and explore sources16

Teaching edition 1.0 · 18 October 2026. Interview excerpts and illustrative comments are fictional; product screenshots show the current interface. The accompanying files retain those labels.

SAM Social Analysis of MeaningBIGQUALDATALABS
01 / Research design

Begin with the question.

Choose the material and the scale of reading together.

Big Qual work can move between the breadth of a large collection and the depth of a situated account. A useful starting question makes both movements possible: what would you need to compare across records, and what would you need to understand within a case?

SettingA question to develop
Health and care evaluationHow do people describe being heard and navigating the next stage of care?
HR and employee experienceHow do accounts of support vary across roles, work patterns and stages of employment?
Policy and public servicesHow are needs framed in lived accounts, public discussion and institutional responses?

Write a short analysis brief

  1. State the purpose and intended readers of the work.
  2. Name the source, time window, selection process and unit of analysis.
  3. Explain how you will select records for close reading and revisit exceptions.
  4. Decide what evidence would support a claim, and what the material cannot establish.

The breadth-and-depth tradition connects broad exploration, purposive selection and fuller interpretation of cases. The NCRM resources on page 16 offer methodological grounding. SAM provides workspaces for carrying out and documenting these analytical choices.

SAM Social Analysis of MeaningBIGQUALDATALABS
01 / Research design

Keep the case in view.

A record is an analytical unit. Its context may extend beyond one row.

Prepare a working copy of your material. Retain stable identifiers and a route back to the original source. For interviews, keep the interview or case identifier beside each excerpt. For surveys, preserve the question wording and the response identifier. For public discussion, retain the source URL and collection date.

Keep alongside the textWhy it helps
Record and case identifiersMove from a coded excerpt to the wider account.
Question or conversation contextInterpret what the response is responding to.
Dates and their meaningDistinguish publication, collection, event and interview dates.
Selection and transformation notesExplain exclusions, splitting, cleaning and missing material.

For sensitive material, use the access, consent, anonymisation and retention arrangements agreed for your project. Review the actual deployment and account arrangements before uploading. Prepare teaching material separately from working research data.

SAM Social Analysis of MeaningBIGQUALDATALABS
02 / Interview example

Read an account closely.

Worked example: experiences of access, listening and coordination.

The companion CSV contains 24 fictional excerpts from 12 invented interviews. Each interview has two excerpts and a stable case identifier. Use it to practise the workflow, then adapt the research question and codebook to your own study.

Each person was kind, but I seemed to be the one carrying information between services.
SYN-CARE-07-A · fictional teaching excerpt
Once a named contact was given to me, it became much easier to ask where things stood.
SYN-CARE-07-B · the same fictional interview

First reading

Together, the excerpts suggest a distinction between interpersonal kindness and coordination across services. A first memo might ask who is doing the work of connecting information, and what changes when a named contact becomes available.

In SAM, upload the teaching CSV, select the text column and preserve interview_id in the dataset. Open Classic Coding and read each excerpt alongside the other excerpt from that case. Record your initial questions before applying a broad coding scheme.

SAM Social Analysis of MeaningBIGQUALDATALABS
02 / Interview example

Make the codebook useful.

Definitions guide decisions; boundary notes make them discussable.

Start with a small set of codes linked to the question. The companion codebook offers five candidates. You can revise, combine or replace them as the analysis develops.

CodeWorking definition
Being heardAn account of having, or seeking, space for an experience to be recognised.
Practical accessArrangements that shape whether and how a person can participate.
Continuity and coordinationConnections between people, information and stages of care.
Navigating uncertaintyAccounts of making sense of an unresolved explanation or next step.
Self-advocacyWork a person describes doing to make their account or needs visible.

A worked decision

SYN-CARE-07-A can receive Continuity and coordination because the speaker describes carrying information between services. Self-advocacy is a possible second reading, but the excerpt does not say that they challenged a decision or actively pressed for a need. Keep that distinction in the boundary note.

In Classic Coding, use Qualitative and review Codes and scheme. Choose a preset, your custom codes, or a combined scheme. Add definitions or upload a codebook using the current sample format. Review any mapping of extra columns, and keep the complete original codebook with the project.

SAM Social Analysis of MeaningBIGQUALDATALABS
02 / Interview example

Compare readings and variation.

Use qualitative coding, sentiment and stance for distinct questions.

ExcerptAn analytical possibility
SYN-CARE-03-A: an evening appointment helped; the conversation felt rushed.Practical access and Being heard can coexist. Preserve the mixed account.
SYN-CARE-09-B: one clear explanation was preferred to more messages.Communication preferences differ; frequency alone may be a poor measure of support.
SYN-CARE-11-B: the visit allowed time; getting there was difficult.Compare the encounter with the arrangements that enabled attendance.

Sentiment and stance

Sentiment addresses evaluative tone using the selected scheme. Stance addresses a position towards an explicit target. For SYN-CARE-06-B, a stance lens could ask about keeping a telephone option alongside online forms. Define that proposition before choosing categories. Avoid inferring a position on the wider service from a narrow preference.

Extend the review in Adaptive Coding Studio

Bring the selected coding approach into the Studio. Review code definitions and records, develop learning examples, and examine a candidate profile on separate evaluation material. Approve the version you choose; then select its application scope and inspect the resulting coding.

SAM Social Analysis of MeaningBIGQUALDATALABS
02 / Interview example

Build an interpretation.

Move between recurring patterns, contrasting cases and full accounts.

Review excerpts grouped by code, then return to the interview pairs. Ask whether the same code describes different experiences. Practical access includes timing, travel, caring responsibilities and digital arrangements; each may have a different relationship to the encounter itself.

When I finally attended, the staff gave me time. The difficulty was getting there, rather than the conversation.
SYN-CARE-11-B · fictional teaching excerpt

An example analytical memo

Across the invented accounts, access and the experience of the consultation can vary independently. SYN-CARE-03-A describes convenient timing with a rushed conversation; SYN-CARE-11-B describes a helpful encounter after difficulty attending. These contrasts suggest examining the pathway into care as well as the encounter.

  1. Gather the supporting and contrasting record IDs.
  2. Read the surrounding account and preserve the speaker’s distinctions.
  3. State the interpretation in terms of this material and this sampling design.
  4. Export coded texts and the codebook; retain a memo explaining how the interpretation developed.

Results can provide further views of the corpus. Narrative Synthesis can help organise an account around evidence anchors; follow those anchors back to the source. Narrative Timeline needs usable dates and topic clustering. The undated teaching CSV is intended for close reading and synthesis, rather than a timeline.

SAM Social Analysis of MeaningBIGQUALDATALABS
03 / YouTube example

Define a bounded collection.

Worked example: condolence, solidarity and expectations of care.

A public video gives commenters a shared point of reference. Begin by watching or reading enough of that source to understand what the discussion responds to. Record the video, your question and the collection date before collecting comments.

The companion webinar example uses “Dealing with the death of a teammate // DOCTOR Covid-19 Vlog #31”. Its URL is https://www.youtube.com/watch?v=oQCgbNeoPl4. It provides a collection starting point; the examples on pages 10-11 are fictional comments written for teaching.

Record in the collection noteExample entry
Source and scopeYouTube Comments; one specified video URL.
Requested limitChoose a limit supported by the current control, such as 100.
Date and returnRecord when you collected, how many records returned and any visible gaps.
ContextVideo title and URL; available reply or conversation information.

Comments are a self-selecting discussion around this video. Deleted, unavailable or unreturned material may be absent. A collection limit is a retrieval boundary, and a returned row is not automatically a distinct participant.

SAM Social Analysis of MeaningBIGQUALDATALABS
03 / YouTube example

Collect, review, then analyse.

Keep the collection step visible in the research record.

SAM Collect / YouTube Comments configuration, inspected 18 October 2026. This screenshot shows setup; no new collection was run for this guide.
SAM Collect / YouTube Comments configuration, inspected 18 October 2026. This screenshot shows setup; no new collection was run for this guide.
  1. Open SAM Collect and choose YouTube Comments. Enter one public video URL.
  2. Choose the requested limit. The inspected interface offers 50, 100, 200, 500, 700 or 1,000. Check the account’s collection allowance.
  3. Run Collect for Review when available, then inspect the returned records, source fields and gaps.
  4. Use Save Snapshot to retain a selection, or Save to Analyse to add the material to My Corpora. Record what you retained.

YouTube Videos & Transcripts is a separate source choice. Use Comments for this question. If collection is unavailable, read the source status and allowance message before changing the design. Keep a durable project record of the provenance and selection: Collect displays a 30-day source-material notice.

SAM Social Analysis of MeaningBIGQUALDATALABS
03 / YouTube example

Read tone and position.

A warm message can also express a demand.

I am so sorry for your loss. Thank you for showing what your team is going through.
Fictional teaching comment A
Your colleagues deserve proper support after this. I hope the organisation makes time for them.
Fictional teaching comment B

Comment A offers condolence and recognition. Comment B combines concern with an expectation of organisational support. These are possible interpretations to discuss, rather than model answers.

Analytical viewWhat to make explicit
SentimentThe scheme’s categories and the object or passage being evaluated. Sadness and appreciation may appear together.
StanceThe target proposition, such as “The organisation should provide support after staff bereavement.”
Qualitative codingThe meaning being interpreted, such as Condolence, Solidarity or Expectations of care.

Read a sample independently before comparing SAM’s reading with researcher coding. Where readings differ, inspect the text, the target and the code definitions. Preserve uncertainty when the comment is too brief or its reference is unclear.

SAM Social Analysis of MeaningBIGQUALDATALABS
03 / YouTube example

Follow meaning across comments.

Use broad patterns to choose the next close reading.

I keep thinking about the people who went home from that shift and had to explain it to their families.
Fictional teaching comment C
We had a very different experience where I work. I would like to know what support was offered afterwards.
Fictional teaching comment D

C may extend care to colleagues and families. D introduces comparison and a question about subsequent support. A codebook can record those differences instead of grouping every sympathetic response into one category.

  1. Review a varied initial set: short and long responses, common language and less frequent perspectives.
  2. Use Topics, sentiment or a relevant Results view to find areas for further reading. Check how the displayed grouping was produced.
  3. Return to source text and available conversation context. Read references such as “that” or “afterwards” in relation to the video.
  4. Revise code definitions, review affected records and export the coded material with a dated memo.

If your export retains reply relationships, use them when interpreting exchanges. If it does not, record that limit and inspect the source where appropriate. Do not reconstruct a conversation from row order alone.

SAM Social Analysis of MeaningBIGQUALDATALABS
04 / Connect the views

Let patterns guide the next reading.

A chart becomes useful when you can explain the records behind it.

View or toolA productive next question
Topics and grouped codesWhich examples support this grouping, and which complicate it?
Sentiment and stanceWhat is being evaluated, and what explicit proposition is the position about?
Narrative SynthesisWhich source anchors support the proposed arc or account?
Narrative TimelineWhat does the date field mean, and is there enough material in each period?
Tone of Voice and FramingHow is a concern expressed and represented in the source material?
Visual CodingWhat do researcher-applied image tags add to the textual reading?

Choose views that answer the research question and are supported by the dataset. Preserve denominators: records, comments, interviews and people are different units. A code may occur more than once in a case, and a record may carry several codes.

For visual material, open the dedicated Visual Coding workspace in Results, or inspect the media galleries associated with Tone of Voice and Framing. Apply your own tags and inspect captions and images in context. Record how visual and textual readings informed each other.

SAM Social Analysis of MeaningBIGQUALDATALABS
04 / Connect the views

Compare sources with a clear purpose.

Related questions can connect materials with different evidential roles.

Detail from the built-in synthetic Endometriosis Diagnostic Delay sample: a selected event and its source evidence. The data represent fictional journeys.
Detail from the built-in synthetic Endometriosis Diagnostic Delay sample: a selected event and its source evidence. The data represent fictional journeys.

Pathways can examine reviewed event sequences. Interviews can explore meanings and experiences. Parliament Written Q&A can show how an issue is raised and formally answered. OpenAlex Works and UKRI Gateway to Research can add publication and funded-project context.

ConnectionPreserve this distinction
Pathways and interview analysisEvent sequences and accounts of experience answer related questions; link cases only where a legitimate shared identifier exists.
Public discussion and Parliament Q&AEveryday expression, questions and institutional replies have different audiences and purposes.
Publications and funded projectsA publication record and a grant description represent different stages and types of activity.
SAM Social Analysis of MeaningBIGQUALDATALABS
05 / Reporting

Make the route to a claim visible.

Bring selection, coding and interpretation into the report.

A report elementWhat to retain
Material and scopeSource, time window, collection or upload date, selection and exclusions.
Units and countsCases, records, responses and coding decisions with their actual denominators.
Analytical approachResearch question, codebook, stance target, revisions and role of AI assistance.
EvidenceSupporting excerpts, contrasting cases and stable source identifiers.
ReviewWho read what, conditions of independence, comparison and adjudication.
Exports and versionsDataset version, coding export, codebook, profile version and dated analytical memos.

Use quality evidence precisely

Researcher agreement, AI performance against an adjudicated reference, and repeatability between AI runs answer different questions. Report the relevant sample, missing decisions and procedure with each measure. Use the method-contract version displayed with the project.

For a small study, individual comparisons and qualitative review may be the evidence you can support. If SAM marks the overall Coding Quality Score unavailable, describe the available evidence and the unmet requirements. Repeated readings of the same material do not create more distinct records.

SAM Social Analysis of MeaningBIGQUALDATALABS
05 / Reporting

A practical review checklist.

Use this before presenting an interpretation or sharing an export.

  1. Question: can a reader see what the analysis was designed to understand?
  2. Material: are sources, boundaries, dates, omissions and selection decisions recorded?
  3. Context: can coded records be traced to the relevant case, question or source?
  4. Definitions: are code boundaries, the sentiment scheme and any stance target explicit?
  5. Variation: have you read contrasting cases and material that challenges the current interpretation?
  6. Review: are researcher, AI-assisted and independent comparison activities described accurately?
  7. Claims: do statements match the source, sample and units actually analysed?
  8. Outputs: are excerpts, captions, identifiers and export versions checked for the intended audience?

Save a short decision trail

A useful memo can be a paragraph: the question at this stage; the material you inspected; the change in interpretation; the records supporting it; and the next reading you plan. Keep these notes with the codebook and exports.

SAM Social Analysis of MeaningBIGQUALDATALABS
Continue learning

Bring your material into view.

Use the guide alongside SAM’s samples, demonstrations and training.

Explore in SAM

Classic Coding introduces close reading, codebooks, sentiment and stance. Adaptive Coding Studio follows reviewed examples through learning, evaluation, approval, application and review. Explore both workflows in the product walkthroughs on the SAM website.

The Methods & Practice companion series connects a synthetic Pathways example, a separate interview teaching dataset, and a bounded Parliament collection. The in-app manual is prepared separately for future authenticated deployment.

Methodological reading and source documentation

NCRM: “Big qual: the breadth-and-depth method of working with large amounts of qualitative data” explains the breadth-and-depth approach: https://www.ncrm.ac.uk/news/show.php?article=5721

NCRM: Big Qual: A Guide to Breadth-and-Depth Analysis, and the authors’ resources: https://www.ncrm.ac.uk/news/show.php?article=5813 and https://bigqlr.ncrm.ac.uk/resources-3/

Parliament Written Questions, example 109583, answered 13 February 2026: https://questions-statements.parliament.uk/written-questions/detail/2026-01-29/109583

UKRI: A guide to Gateway to Research: https://www.ukri.org/publications/gateway-to-research-guide/a-guide-to-gateway-to-research/

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