A funnel-stage attribution model showing where underrepresentation occurs, simple attribution techniques, and small experimental interventions (A/B test designs) with measurement plans to operationalize DE&I improvements.
Juan CabreraFounder of SoftWorks Global & Business Systems Researcher
A process-first toolkit with candidate journey maps, SLA templates between recruiter and hiring manager, diagnostics for common bottlenecks, and remediation playbooks (including sample SLAs and decision rules) to reduce handoffs and TTH.
Juan CabreraFounder of SoftWorks Global & Business Systems Researcher
A tactical playbook HR can use now to comply with the FTC's proposed AI accuracy policy: inventory AI systems, define accuracy and bias test plans, require vendor transparency and SLAs, add audit logs and decision lineage, update candidate disclosures, and sample vendor questions and checklist items for procurement and legal review.
Juan CabreraFounder of SoftWorks Global & Business Systems Researcher
An experiment playbook with 6–8 low-effort hypotheses, experiment designs, required sample sizes, metrics to track, sample scripts, and expected uplift to generate measurable quality-of-hire improvements within 60 days.
Juan CabreraFounder of SoftWorks Global & Business Systems Researcher
Operational audit SOP balancing sampling strategies, explicit threshold rules for adjustments, stakeholder RACI and sensitive communication templates for impacted employees.
Juan CabreraFounder of SoftWorks Global & Business Systems Researcher
Stage-by-stage cNPS design plus microsurvey templates, alert thresholds and remediation experiment designs tied to funnel metrics and acceptance outcomes.
Juan CabreraFounder of SoftWorks Global & Business Systems Researcher
Recruiter-ready package including a 15-minute hiring-manager onboarding script, enforceable SLA templates, triage checklists and escalation scripts to enforce handoffs and speed decisions.
Juan CabreraFounder of SoftWorks Global & Business Systems Researcher
Using Oracle's recent disclosure of ~21,000 workforce reductions as a timely trigger, the post will give HR teams an operational playbook to (1) stabilize and recalibrate headcount and performance KPIs, (2) run redeployment and reskilling workflows, (3) ensure severance/onboarding/compliance records are audit‑ready, and (4) communicate to preserve morale and retention.
Juan CabreraFounder of SoftWorks Global & Business Systems Researcher