To advance sustainable energy technologies like fuel cells, metal-air batteries, and electrosynthesis of H2O2 - driven by the oxygen reduction reaction (ORR) - pyrolyzed transition metal-carbon-nitrogen (TM-Nx/C) electrocatalysts derived from zeolitic imidazolate frameworks (ZIFs) are promising alternatives to platinum-group metals. Pyrolysis, an essential step in preparing ZIF-derived TM-Nx/C electrocatalysts, can induce the formation of metal-based nanoparticles, thereby reducing active-site density and catalytic efficiency. Understanding the formation of nanoparticles and mitigating them is therefore critical. Herein, we employ four strategies used during synthesis to minimize the presence of Co nanoparticles in Co-ZIF-derived ORR electrocatalysts: spatial isolation, dimensionality control, thermal exfoliation, and acid-washing. Electrochemical performance of the prepared electrocatalysts was evaluated using a rotating ring-disk electrode in 0.1 M KOH, and the materials were characterized by a variety of techniques to understand their physical and chemical properties. Besides influencing nanoparticle formation and presence, mitigation strategies also impacted catalyst surface areas, concentration of N-doped carbon defects, exposure of active sites, electrochemical surface areas, and electro-catalytic selectivity towards HO2 -. Unlike spatial isolation (using dual Co2+/Zn2+ nodes) and dimensionality control (2D vs. 3D ZIFs), acid washing (with nitric acid) and exfoliation (via KCl intercalation pre-pyrolysis) effectively produced Co nanoparticle-free electrocatalysts. Optimal ORR performance metrics were linked with combining multiple mitigation strategies, such as spatial isolation and exfoliation. Correlative physical and electrochemical characterizations illustrated the complex interplay between structure, property, and performance with different nanoparticle mitigation strategies. This work offers insights into deriving sustainable nanoparticle-free ZIF-derived electrocatalysts via pyrolysis, addressing a critical need in ORR-based technologies.