{'fraction_non_alphanumeric': 0.024024024024024024, 'fraction_numerical': 0.0, 'mean_word_length': 6.021052631578947, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Computing Multi-Period, Information-Constrained Optima

This paper presents a detailed theoretical derivation and justification for methods used to compute solutions to a multi-period (including infinite-period), continuum-agent, unobservedeffort economy. Actual solutions are displayed illustrating cross-sectional variability in consumption and labour effort in the population at a point in time and variability for a typical individual over time. The optimal tradeoff between insurance and incentives is explored and the issue of excess variability is addressed by consideration of the analogue full-information economy and various restricted-contracting regimes.