Levy P. E., & Williams, J.R. 2004. The social context of performance appraisal: A review and framework for the future. Journal of management, 30:881-905.
A pretty decent review. I found some useful papers in its reference. They reviewed 360 papers published during 1995-2003.
They classified factors influencing rating behavior and ratee/rater reactions into distal variables (climate, culture, and strategy, etc.) and proximal variables.
Proximal variables:
1) Process related: commitment, affect, trust, reward, LMX, impression management, accountability, feedback, performance level
2) Structure related: need of PA, appraisal goals, training, frequency of appraisal, consequence of appraisal, and legitimacy, etc.
The appraisal effectiveness:
1) rater errors and biases (halo, severity, leniency, first impression, recency, etc.)
2) rating accuracy: differential elevation, classification accuracy, etc.
3) appraisal reactions: satisfaction, accuracy, justice, motivation to use feedback, acceptability.
Research future: to examine the rater and ratee’s reaction simultaneously.
: leniency happend more when female evaluate male or when male evaluate female?