The evidence

The Bandwidth Tax™ Field Notes

An 11-part series grounding the framework in peer-reviewed research — from individual cognition to organizational and public-health infrastructure. Each note connects established findings to how capacity is taxed, measured, and recovered.

The individual signal

No. 01

Cognitive Bandwidth

Mani et al. · 2013

Financial scarcity measurably consumes cognitive capacity — strain in one system taxes the others.

No. 02

Time Reallocation

Whillans et al. · 2017

How time is allocated changes well-being and capacity, not just output.

No. 03

Environment & Performance

Jahncke & Hallman · 2020

The physical and sensory environment shapes focus and recovery.

No. 04a

Employee Well-being

De Neve, Krekel & Ward · 2019

Well-being is tied to performance and retention, not a soft extra.

No. 04b

Burnout & Productivity

Fouad et al. · 2022

Sustained load erodes productivity well before it shows as burnout.

No. 07

Decision Fatigue Is Measurable

Persson et al. · 2019

Decision quality degrades measurably as cognitive load accumulates.

Capacity as infrastructure

No. 05

Mission Delivery Risk

National Council of Nonprofits · 2023

Staff strain becomes a direct risk to mission delivery in nonprofits.

No. 06

Burnout Is a Systems Problem

U.S. Surgeon General · 2022

Burnout is structural, not personal — it must be addressed at the system level.

No. 08

Public Health Infrastructure

Brownson et al. · 2018

Workforce capacity is infrastructure for delivering on public-health goals.

No. 09

Organizational Cost

Martinez et al. · 2025

The organizational cost of unmanaged strain is quantifiable.

No. 10

Staff Capacity & Service Quality

Li et al., JAMA Network Open · 2024

Staff capacity directly affects the quality of service delivered.

No. 11

Health Equity Infrastructure

Telzak et al. · 2022

Capacity and equity are linked — strain concentrates where support is thinnest.

Want the full Field Notes? The complete write-ups are shared with organizations during a discovery conversation, and selected notes are published in The Bandwidth Tax™ Conversation on LinkedIn. See the latest →