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From the IFT source library

Digital Safety & Responsible AI

Topic-specific explanations and research proposals developed from IFT source content. Local evidence, permissions, costs and results remain to be established.

Original source ↗

Understand the topic

What this means in daily life

Digital tools can widen access but also expose women to fraud, harassment or unwanted disclosure. This topic proposes testing actual user journeys and human support before treating automation as a safety solution.

A digital safety feature can itself reveal a help request through a notification, shared account or visible history. Proposed tools need a safe route to human assistance and a practical alternative for people unable to use the technology privately.

Data reference table

Evidence Snapshot

Read each value with its reporting period, population and limitations. A historical national reference is not a local baseline or proof that an IFT proposal works.

5 measurement records still need data and a review of their relevance.

Data references for Digital Safety & Responsible AI
SignalReference ValuePeriod / PopulationHow to Read ItSource Status
Report-to-acknowledgement time

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

Evidence preservation success

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

Offline-risk escalation

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

False-positive/negative rates

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

Appeal and correction time

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

Different surveys, administrative records, estimates and reporting years are not interchangeable. No combined IFT score is calculated from these rows.

10 ideas for this topic

What could be done — and what needs testing

These are proposals for research and local testing. They are not claims that a project has been funded, implemented or proved successful.

Idea 01

Abuse-report journey tests

Use fictional cases to test whether a user can report online abuse and understand the next step.

What to check: Check accessibility and whether the route increases exposure.

Idea 02

Human review for AI flags

Require a qualified reviewer before an automated flag affects a person or case.

What to check: Examine false alerts and missed concerns across user groups.

Idea 03

Private device access

Study how shared phones and accounts affect access to safety services.

What to check: Test whether messages reveal a help request to others.

Idea 04

Account recovery practice

Offer safe practice in recovering a fictional account through official channels.

What to check: Check whether users recognise impersonated support contacts.

Idea 05

Evidence preservation referrals

Direct digital-evidence questions to authorised specialists rather than ask users to investigate offenders.

What to check: Check that reporting does not require unsafe confrontation.

Idea 06

Consent-aware data design

Separate essential service data from optional research or analytics.

What to check: Test whether declining optional use blocks ordinary help.

Idea 07

Language and disability trials

Test interfaces with women who use different languages and access tools.

What to check: Record errors that an average accuracy figure conceals.

Idea 08

Fraud warning library

Explain recurring deceptive messages through fictional examples and verified service routes.

What to check: Assess whether users can identify uncertainty without being blamed.

Idea 09

Vendor accountability terms

Define access controls, deletion, incident reporting and independent scrutiny before procurement.

What to check: Verify what happens when a supplier fails or changes ownership.

Idea 10

Safe offline alternatives

Keep a reachable human or in-person route when digital access fails.

What to check: Compare outcomes for women who cannot use the app.

15 questions, answered clearly

Questions about Digital Safety & Responsible AI

Can an app guarantee safety?

No. Human response and practical access remain necessary

Why assess shared-phone use?

Notifications and histories may reveal confidential help-seeking

Can AI replace professional judgment?

Consequential decisions need accountable qualified human responsibility

What if a user cannot use the app?

An accessible human alternative should remain available

Does more data improve every service?

Unnecessary collection can increase exposure without useful benefit

Can automated decisions be challenged?

A clear route to meaningful human review is essential

Who checks vendor claims?

Competent independent assessment should examine evidence and conflicts

Can digital harassment affect offline safety?

Yes. Appropriate protection and support links may be needed

Should sensitive details appear on dashboards?

No. Public outputs require careful disclosure control

What shows responsible technology?

Defined purpose, usable access, tested limits and accountable correction

What would the “Consent-aware data design” idea involve?

Separate essential service data from optional research or analytics. What to check: Test whether declining optional use blocks ordinary help.

What would the “Language and disability trials” idea involve?

Test interfaces with women who use different languages and access tools. What to check: Record errors that an average accuracy figure conceals.

What would the “Fraud warning library” idea involve?

Explain recurring deceptive messages through fictional examples and verified service routes. What to check: Assess whether users can identify uncertainty without being blamed.

What would the “Vendor accountability terms” idea involve?

Define access controls, deletion, incident reporting and independent scrutiny before procurement. What to check: Verify what happens when a supplier fails or changes ownership.

What would the “Safe offline alternatives” idea involve?

Keep a reachable human or in-person route when digital access fails. What to check: Compare outcomes for women who cannot use the app.